warning: commands will be executed using /bin/sh job 5723 at Thu Oct 2 09:30:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse23-140804/YutaMouse23-140804/YutaMouse23-140804 ElecNo 1 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 Loaded 416569 data points of dimension 30. meanDims = 30 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 138856 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 7182 members Mstep: Class 3 contains 7379 members Mstep: Class 4 contains 7213 members Mstep: Class 5 contains 7351 members Mstep: Class 6 contains 7598 members Mstep: Class 7 contains 7226 members Mstep: Class 8 contains 7255 members Mstep: Class 9 contains 7404 members Mstep: Class 10 contains 7347 members Mstep: Class 11 contains 7282 members Mstep: Class 12 contains 7107 members Mstep: Class 13 contains 7213 members Mstep: Class 14 contains 7336 members Mstep: Class 15 contains 7198 members Mstep: Class 16 contains 7275 members Mstep: Class 17 contains 7382 members Mstep: Class 18 contains 7336 members Mstep: Class 19 contains 7354 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 321.213379 but Gain 2936.617188 Score: -20639910.000000 Penalty: 52859.082031 Iteration 0F: 19 clusters Score -2.063991e+07 nChanged 131396 Entering Unmasked Mstep Mstep: Class 0 contains 855 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 477 members Mstep: Class 3 contains 354 members Mstep: Class 4 contains 166 members Mstep: Class 5 contains 1546 members Mstep: Class 7 contains 984 members Mstep: Class 8 contains 525 members Mstep: Class 9 contains 958 members Mstep: Class 10 contains 5196 members Mstep: Class 11 contains 109176 members Mstep: Class 12 contains 1708 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 2320 members Mstep: Class 15 contains 1740 members Mstep: Class 16 contains 203 members Mstep: Class 17 contains 179 members Mstep: Class 18 contains 194 members Mstep: Class 19 contains 815 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 227.962372 but Gain 2936.617188 Score: -22038348.000000 Penalty: 49922.464844 Iteration 1F: 18 clusters Score -2.203835e+07 nChanged 26640 Entering Unmasked Mstep Mstep: Class 0 contains 328 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 479 members Mstep: Class 3 contains 196 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 730 members Mstep: Class 7 contains 1120 members Mstep: Class 8 contains 111 members Mstep: Class 9 contains 766 members Mstep: Class 11 contains 127671 members Mstep: Class 12 contains 1289 members Mstep: Class 13 contains 967 members Mstep: Class 14 contains 302 members Mstep: Class 15 contains 1008 members Mstep: Class 16 contains 316 members Mstep: Class 17 contains 356 members Mstep: Class 18 contains 276 members Mstep: Class 19 contains 1216 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 1024.978516 but Gain 2936.613281 Score: -22178506.000000 Penalty: 46985.851562 Iteration 2F: 17 clusters Score -2.217851e+07 nChanged 7508 Entering Unmasked Mstep Mstep: Class 0 contains 156 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 453 members Mstep: Class 3 contains 195 members Mstep: Class 4 contains 277 members Mstep: Class 5 contains 415 members Mstep: Class 7 contains 2272 members Mstep: Class 9 contains 744 members Mstep: Class 11 contains 124223 members Mstep: Class 12 contains 970 members Mstep: Class 13 contains 595 members Mstep: Class 14 contains 300 members Mstep: Class 15 contains 2225 members Mstep: Class 16 contains 426 members Mstep: Class 17 contains 358 members Mstep: Class 18 contains 272 members Mstep: Class 19 contains 2372 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 2137.658936 but Gain 2936.617188 Score: -22220904.000000 Penalty: 44049.234375 Iteration 3F: 16 clusters Score -2.22209e+07 nChanged 7836 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 219 members Mstep: Class 4 contains 328 members Mstep: Class 5 contains 432 members Mstep: Class 7 contains 3098 members Mstep: Class 9 contains 745 members Mstep: Class 11 contains 118641 members Mstep: Class 12 contains 1160 members Mstep: Class 13 contains 847 members Mstep: Class 14 contains 445 members Mstep: Class 15 contains 3753 members Mstep: Class 16 contains 451 members Mstep: Class 17 contains 339 members Mstep: Class 19 contains 3645 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 2471.529541 but Gain 2936.613281 Score: -22249880.000000 Penalty: 41112.621094 Iteration 4F: 15 clusters Score -2.224988e+07 nChanged 7922 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 5956 members Mstep: Class 3 contains 323 members Mstep: Class 4 contains 360 members Mstep: Class 5 contains 465 members Mstep: Class 7 contains 3612 members Mstep: Class 9 contains 1091 members Mstep: Class 11 contains 112854 members Mstep: Class 12 contains 1127 members Mstep: Class 13 contains 1121 members Mstep: Class 14 contains 458 members Mstep: Class 15 contains 5302 members Mstep: Class 16 contains 420 members Mstep: Class 17 contains 302 members Mstep: Class 19 contains 5355 members Entering Unmasked Estep ConsiderDeletion Score: -22273702.000000 Penalty: 41112.621094 Iteration 5F: 15 clusters Score -2.22737e+07 nChanged 7161 Entering Unmasked Mstep Mstep: Class 0 contains 107 members Mstep: Class 1 contains 7512 members Mstep: Class 3 contains 332 members Mstep: Class 4 contains 376 members Mstep: Class 5 contains 481 members Mstep: Class 7 contains 3811 members Mstep: Class 9 contains 1120 members Mstep: Class 11 contains 107352 members Mstep: Class 12 contains 1151 members Mstep: Class 13 contains 1376 members Mstep: Class 14 contains 495 members Mstep: Class 15 contains 6765 members Mstep: Class 16 contains 402 members Mstep: Class 17 contains 252 members Mstep: Class 19 contains 7324 members Entering Unmasked Estep ConsiderDeletion Score: -22292710.000000 Penalty: 41112.621094 Iteration 6F: 15 clusters Score -2.229271e+07 nChanged 6665 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 8618 members Mstep: Class 3 contains 340 members Mstep: Class 4 contains 385 members Mstep: Class 5 contains 500 members Mstep: Class 7 contains 3814 members Mstep: Class 9 contains 1144 members Mstep: Class 11 contains 102303 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 1894 members Mstep: Class 14 contains 491 members Mstep: Class 15 contains 8203 members Mstep: Class 16 contains 390 members Mstep: Class 17 contains 219 members Mstep: Class 19 contains 9258 members Entering Unmasked Estep ConsiderDeletion Score: -22307014.000000 Penalty: 41112.621094 Iteration 7Q: 15 clusters Score -2.230701e+07 nChanged 5779 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 9337 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 380 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 3788 members Mstep: Class 9 contains 1162 members Mstep: Class 11 contains 98124 members Mstep: Class 12 contains 1245 members Mstep: Class 13 contains 2410 members Mstep: Class 14 contains 489 members Mstep: Class 15 contains 9533 members Mstep: Class 16 contains 377 members Mstep: Class 17 contains 199 members Mstep: Class 19 contains 10850 members Entering Unmasked Estep ConsiderDeletion Score: -22317392.000000 Penalty: 41112.621094 Iteration 8Q: 15 clusters Score -2.231739e+07 nChanged 5038 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 9775 members Mstep: Class 3 contains 349 members Mstep: Class 4 contains 381 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 3787 members Mstep: Class 9 contains 1168 members Mstep: Class 11 contains 94693 members Mstep: Class 12 contains 1272 members Mstep: Class 13 contains 2916 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 10715 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 187 members Mstep: Class 19 contains 12125 members Entering Unmasked Estep ConsiderDeletion Score: -22323582.000000 Penalty: 41112.621094 Iteration 9Q: 15 clusters Score -2.232358e+07 nChanged 4323 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 10087 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 384 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 3852 members Mstep: Class 9 contains 1168 members Mstep: Class 11 contains 91918 members Mstep: Class 12 contains 1258 members Mstep: Class 13 contains 3410 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 11646 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 184 members Mstep: Class 19 contains 13111 members Entering Unmasked Estep ConsiderDeletion Score: -22328196.000000 Penalty: 41112.621094 Iteration 10Q: 15 clusters Score -2.23282e+07 nChanged 3699 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 10367 members Mstep: Class 3 contains 349 members Mstep: Class 4 contains 384 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 3976 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 89577 members Mstep: Class 12 contains 1243 members Mstep: Class 13 contains 3836 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 12377 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 183 members Mstep: Class 19 contains 13907 members Entering Unmasked Estep ConsiderDeletion Score: -22332832.000000 Penalty: 41112.621094 Iteration 11Q: 15 clusters Score -2.233283e+07 nChanged 3087 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 10600 members Mstep: Class 3 contains 349 members Mstep: Class 4 contains 385 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 4118 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 87712 members Mstep: Class 12 contains 1232 members Mstep: Class 13 contains 4151 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 13031 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 182 members Mstep: Class 19 contains 14439 members Entering Unmasked Estep ConsiderDeletion Score: -22336268.000000 Penalty: 41112.621094 Iteration 12Q: 15 clusters Score -2.233627e+07 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 10783 members Mstep: Class 3 contains 349 members Mstep: Class 4 contains 386 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 4298 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 86280 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 4365 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 13588 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 182 members Mstep: Class 19 contains 14765 members Entering Unmasked Estep ConsiderDeletion Score: -22338244.000000 Penalty: 41112.621094 Iteration 13Q: 15 clusters Score -2.233824e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 11024 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 387 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 4492 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 85117 members Mstep: Class 12 contains 1188 members Mstep: Class 13 contains 4489 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 14028 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 182 members Mstep: Class 19 contains 14942 members Entering Unmasked Estep ConsiderDeletion Score: -22339478.000000 Penalty: 41112.621094 Iteration 14Q: 15 clusters Score -2.233948e+07 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 11243 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 387 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 4667 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 84221 members Mstep: Class 12 contains 1177 members Mstep: Class 13 contains 4573 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 14351 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 182 members Mstep: Class 19 contains 15048 members Entering Unmasked Estep ConsiderDeletion Score: -22340276.000000 Penalty: 41112.621094 Iteration 15Q: 15 clusters Score -2.234028e+07 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 11416 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 387 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 4830 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 83503 members Mstep: Class 12 contains 1166 members Mstep: Class 13 contains 4612 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 14623 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 182 members Mstep: Class 19 contains 15130 members Entering Unmasked Estep ConsiderDeletion Score: -22340934.000000 Penalty: 41112.621094 Iteration 16Q: 15 clusters Score -2.234093e+07 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 11575 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 387 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 4957 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 82950 members Mstep: Class 12 contains 1157 members Mstep: Class 13 contains 4624 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 14820 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 182 members Mstep: Class 19 contains 15196 members Entering Unmasked Estep ConsiderDeletion Score: -22341072.000000 Penalty: 41112.621094 Iteration 17Q: 15 clusters Score -2.234107e+07 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 11739 members Mstep: Class 3 contains 351 members Mstep: Class 4 contains 387 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 5022 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 82491 members Mstep: Class 12 contains 1157 members Mstep: Class 13 contains 4635 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 14970 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 182 members Mstep: Class 19 contains 15265 members Entering Unmasked Estep ConsiderDeletion Score: -22341198.000000 Penalty: 41112.621094 Iteration 18Q: 15 clusters Score -2.23412e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 11865 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 387 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 5073 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 82149 members Mstep: Class 12 contains 1164 members Mstep: Class 13 contains 4671 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15055 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 182 members Mstep: Class 19 contains 15303 members Entering Unmasked Estep ConsiderDeletion Score: -22341370.000000 Penalty: 41112.621094 Iteration 19Q: 15 clusters Score -2.234137e+07 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 1 contains 11991 members Mstep: Class 3 contains 350 members Mstep: Class 4 contains 387 members Mstep: Class 5 contains 519 members Mstep: Class 7 contains 5099 members Mstep: Class 9 contains 1169 members Mstep: Class 11 contains 81870 members Mstep: Class 12 contains 1168 members Mstep: Class 13 contains 4703 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15130 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 182 members Mstep: Class 19 contains 15319 members Entering Unmasked Estep ConsiderDeletion Score: -22341994.000000 Penalty: 41112.621094 Iteration 20F: 15 clusters Score -2.234199e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 12126 members Mstep: Class 3 contains 349 members Mstep: Class 4 contains 385 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5158 members Mstep: Class 9 contains 1192 members Mstep: Class 11 contains 81517 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 4815 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15190 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 164 members Mstep: Class 19 contains 15306 members Entering Unmasked Estep ConsiderDeletion Score: -22342774.000000 Penalty: 41112.621094 Iteration 21Q: 15 clusters Score -2.234277e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12267 members Mstep: Class 3 contains 349 members Mstep: Class 4 contains 384 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5197 members Mstep: Class 9 contains 1202 members Mstep: Class 11 contains 81167 members Mstep: Class 12 contains 1174 members Mstep: Class 13 contains 4920 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15257 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 158 members Mstep: Class 19 contains 15300 members Entering Unmasked Estep ConsiderDeletion Score: -22343630.000000 Penalty: 41112.621094 Iteration 22Q: 15 clusters Score -2.234363e+07 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12398 members Mstep: Class 3 contains 357 members Mstep: Class 4 contains 383 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5228 members Mstep: Class 9 contains 1209 members Mstep: Class 11 contains 80864 members Mstep: Class 12 contains 1179 members Mstep: Class 13 contains 5011 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15313 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 150 members Mstep: Class 19 contains 15283 members Entering Unmasked Estep ConsiderDeletion Score: -22343766.000000 Penalty: 41112.621094 Iteration 23Q: 15 clusters Score -2.234377e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12513 members Mstep: Class 3 contains 361 members Mstep: Class 4 contains 381 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5256 members Mstep: Class 9 contains 1212 members Mstep: Class 11 contains 80596 members Mstep: Class 12 contains 1185 members Mstep: Class 13 contains 5085 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15363 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 145 members Mstep: Class 19 contains 15278 members Entering Unmasked Estep ConsiderDeletion Score: -22343804.000000 Penalty: 41112.621094 Iteration 24Q: 15 clusters Score -2.23438e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12597 members Mstep: Class 3 contains 363 members Mstep: Class 4 contains 378 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5277 members Mstep: Class 9 contains 1212 members Mstep: Class 11 contains 80384 members Mstep: Class 12 contains 1190 members Mstep: Class 13 contains 5149 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15396 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 143 members Mstep: Class 19 contains 15286 members Entering Unmasked Estep ConsiderDeletion Score: -22343824.000000 Penalty: 41112.621094 Iteration 25Q: 15 clusters Score -2.234382e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12687 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 374 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5285 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 80214 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 5196 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15418 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15290 members Entering Unmasked Estep ConsiderDeletion Score: -22343860.000000 Penalty: 41112.621094 Iteration 26Q: 15 clusters Score -2.234386e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12752 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 373 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5304 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 80068 members Mstep: Class 12 contains 1202 members Mstep: Class 13 contains 5239 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15433 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15287 members Entering Unmasked Estep ConsiderDeletion Score: -22343904.000000 Penalty: 41112.621094 Iteration 27Q: 15 clusters Score -2.23439e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12800 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 372 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5321 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79948 members Mstep: Class 12 contains 1205 members Mstep: Class 13 contains 5262 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15460 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15290 members Entering Unmasked Estep ConsiderDeletion Score: -22343988.000000 Penalty: 41112.621094 Iteration 28Q: 15 clusters Score -2.234399e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12832 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 371 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5338 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79847 members Mstep: Class 12 contains 1208 members Mstep: Class 13 contains 5291 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15491 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15280 members Entering Unmasked Estep ConsiderDeletion Score: -22344094.000000 Penalty: 41112.621094 Iteration 29Q: 15 clusters Score -2.234409e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12862 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 371 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5352 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79758 members Mstep: Class 12 contains 1211 members Mstep: Class 13 contains 5311 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15517 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15276 members Entering Unmasked Estep ConsiderDeletion Score: -22344094.000000 Penalty: 41112.621094 Iteration 30Q: 15 clusters Score -2.234409e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12894 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 371 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5359 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79685 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 5324 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15531 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15282 members Entering Unmasked Estep ConsiderDeletion Score: -22344082.000000 Penalty: 41112.621094 Iteration 31Q: 15 clusters Score -2.234408e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12918 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 371 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5364 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79623 members Mstep: Class 12 contains 1213 members Mstep: Class 13 contains 5342 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15540 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15287 members Entering Unmasked Estep ConsiderDeletion Score: -22344088.000000 Penalty: 41112.621094 Iteration 32Q: 15 clusters Score -2.234409e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12936 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 371 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5371 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79562 members Mstep: Class 12 contains 1214 members Mstep: Class 13 contains 5355 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15557 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15292 members Entering Unmasked Estep ConsiderDeletion Score: -22344126.000000 Penalty: 41112.621094 Iteration 33Q: 15 clusters Score -2.234413e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12960 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 371 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5382 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79502 members Mstep: Class 12 contains 1213 members Mstep: Class 13 contains 5373 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15578 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15279 members Entering Unmasked Estep ConsiderDeletion Score: -22344228.000000 Penalty: 41112.621094 Iteration 34Q: 15 clusters Score -2.234423e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12980 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 371 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5381 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79456 members Mstep: Class 12 contains 1216 members Mstep: Class 13 contains 5389 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15594 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15271 members Entering Unmasked Estep ConsiderDeletion Score: -22344244.000000 Penalty: 41112.621094 Iteration 35Q: 15 clusters Score -2.234424e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 13002 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5379 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79407 members Mstep: Class 12 contains 1221 members Mstep: Class 13 contains 5398 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15614 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15267 members Entering Unmasked Estep ConsiderDeletion Score: -22344316.000000 Penalty: 41112.621094 Iteration 36Q: 15 clusters Score -2.234432e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 13011 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5384 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79369 members Mstep: Class 12 contains 1225 members Mstep: Class 13 contains 5408 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15632 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15259 members Entering Unmasked Estep ConsiderDeletion Score: -22344324.000000 Penalty: 41112.621094 Iteration 37Q: 15 clusters Score -2.234432e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 13025 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5382 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 79328 members Mstep: Class 12 contains 1224 members Mstep: Class 13 contains 5417 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15652 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15260 members Entering Unmasked Estep ConsiderDeletion Score: -22344360.000000 Penalty: 41112.621094 Iteration 38Q: 15 clusters Score -2.234436e+07 nChanged 92 Entering ConstructFrom: Score: -22344360.000000 Penalty: 41112.621094 Entering ConstructFrom: Trying to split cluster 1 (13040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13040 members Entering Unmasked Estep Score: -2137414.250000 Penalty: 2349.992676 Iteration 0F: 2 clusters Score -2137414 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -2127850.750000 Penalty: 4699.985352 Iteration 0F: 3 clusters Score -2127851 nChanged 5566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -2131189.250000 Penalty: 4699.985352 Iteration 1F: 3 clusters Score -2131189 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -2131948.250000 Penalty: 4699.985352 Iteration 2F: 3 clusters Score -2131948 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 6208 members Entering Unmasked Estep Score: -2132725.500000 Penalty: 4699.985352 Iteration 3F: 3 clusters Score -2132726 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -2133513.000000 Penalty: 4699.985352 Iteration 4F: 3 clusters Score -2133513 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -2134135.000000 Penalty: 4699.985352 Iteration 5F: 3 clusters Score -2134135 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -2134647.500000 Penalty: 4699.985352 Iteration 6F: 3 clusters Score -2134648 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7009 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -2135065.750000 Penalty: 4699.985352 Iteration 7Q: 3 clusters Score -2135066 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -2135378.500000 Penalty: 4699.985352 Iteration 8Q: 3 clusters Score -2135378 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 6220 members Entering Unmasked Estep Score: -2135633.250000 Penalty: 4699.985352 Iteration 9Q: 3 clusters Score -2135633 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -2135854.250000 Penalty: 4699.985352 Iteration 10Q: 3 clusters Score -2135854 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -2136078.500000 Penalty: 4699.985352 Iteration 11Q: 3 clusters Score -2136078 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -2136304.000000 Penalty: 4699.985352 Iteration 12Q: 3 clusters Score -2136304 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 7023 members Entering Unmasked Estep Score: -2136505.500000 Penalty: 4699.985352 Iteration 13Q: 3 clusters Score -2136506 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -2136669.500000 Penalty: 4699.985352 Iteration 14Q: 3 clusters Score -2136670 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -2136793.500000 Penalty: 4699.985352 Iteration 15Q: 3 clusters Score -2136794 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5503 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -2136852.750000 Penalty: 4699.985352 Iteration 16Q: 3 clusters Score -2136853 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -2136893.000000 Penalty: 4699.985352 Iteration 17Q: 3 clusters Score -2136893 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -2136923.000000 Penalty: 4699.985352 Iteration 18Q: 3 clusters Score -2136923 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -2136934.500000 Penalty: 4699.985352 Iteration 19Q: 3 clusters Score -2136934 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -2136945.250000 Penalty: 4699.985352 Iteration 20F: 3 clusters Score -2136945 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -2136952.250000 Penalty: 4699.985352 Iteration 21Q: 3 clusters Score -2136952 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -2136957.750000 Penalty: 4699.985352 Iteration 22Q: 3 clusters Score -2136958 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 7861 members Entering Unmasked Estep Score: -2136959.000000 Penalty: 4699.985352 Iteration 23Q: 3 clusters Score -2136959 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 7868 members Entering Unmasked Estep Score: -2136957.500000 Penalty: 4699.985352 Iteration 24Q: 3 clusters Score -2136958 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -2136959.000000 Penalty: 4699.985352 Iteration 25Q: 3 clusters Score -2136959 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 7874 members Entering Unmasked Estep Score: -2136958.500000 Penalty: 4699.985352 Iteration 26Q: 3 clusters Score -2136958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 7875 members Entering Unmasked Estep Score: -2136957.500000 Penalty: 4699.985352 Iteration 27Q: 3 clusters Score -2136958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -2136960.750000 Penalty: 4699.985352 Iteration 28Q: 3 clusters Score -2136961 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -2136963.500000 Penalty: 4699.985352 Iteration 29Q: 3 clusters Score -2136964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -2136961.750000 Penalty: 4699.985352 Iteration 30Q: 3 clusters Score -2136962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -2136965.000000 Penalty: 4699.985352 Iteration 31Q: 3 clusters Score -2136965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 7882 members Entering Unmasked Estep Score: -2136965.000000 Penalty: 4699.985352 Iteration 32F: 3 clusters Score -2136965 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -52967.355469 Penalty: 1463.174561 Iteration 0F: 2 clusters Score -52967.36 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 200 members Entering Unmasked Estep Score: -51729.019531 Penalty: 2926.349121 Iteration 0F: 3 clusters Score -51729.02 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -51904.054688 Penalty: 2926.349121 Iteration 1F: 3 clusters Score -51904.05 nChanged 16 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: -51951.308594 Penalty: 2926.349121 Iteration 2Q: 3 clusters Score -51951.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -51984.210938 Penalty: 2926.349121 Iteration 3Q: 3 clusters Score -51984.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -52015.800781 Penalty: 2926.349121 Iteration 4Q: 3 clusters Score -52015.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -52040.531250 Penalty: 2926.349121 Iteration 5Q: 3 clusters Score -52040.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -52117.621094 Penalty: 2926.349121 Iteration 6Q: 3 clusters Score -52117.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -52160.261719 Penalty: 2926.349121 Iteration 7Q: 3 clusters Score -52160.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -52198.113281 Penalty: 2926.349121 Iteration 8Q: 3 clusters Score -52198.11 nChanged 7 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: -52248.273438 Penalty: 2926.349121 Iteration 9Q: 3 clusters Score -52248.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -52250.382812 Penalty: 2926.349121 Iteration 10Q: 3 clusters Score -52250.38 nChanged 1 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: -52256.703125 Penalty: 2926.349121 Iteration 11Q: 3 clusters Score -52256.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -52260.402344 Penalty: 2926.349121 Iteration 12Q: 3 clusters Score -52260.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -52260.402344 Penalty: 2926.349121 Iteration 13F: 3 clusters Score -52260.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Entering Unmasked Estep Score: -48231.070312 Penalty: 1466.548828 Iteration 0F: 2 clusters Score -48231.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -47035.066406 Penalty: 2933.097656 Iteration 0F: 3 clusters Score -47035.07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -47284.582031 Penalty: 2933.097656 Iteration 1F: 3 clusters Score -47284.58 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -47627.093750 Penalty: 2933.097656 Iteration 2F: 3 clusters Score -47627.09 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -47755.777344 Penalty: 2933.097656 Iteration 3F: 3 clusters Score -47755.78 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -47838.699219 Penalty: 2933.097656 Iteration 4F: 3 clusters Score -47838.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -47879.589844 Penalty: 2933.097656 Iteration 5Q: 3 clusters Score -47879.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -47898.105469 Penalty: 2933.097656 Iteration 6Q: 3 clusters Score -47898.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -47904.085938 Penalty: 2933.097656 Iteration 7Q: 3 clusters Score -47904.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -47962.328125 Penalty: 2933.097656 Iteration 8Q: 3 clusters Score -47962.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -47972.332031 Penalty: 2933.097656 Iteration 9Q: 3 clusters Score -47972.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -47972.332031 Penalty: 2933.097656 Iteration 10F: 3 clusters Score -47972.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -72812.781250 Penalty: 1550.949585 Iteration 0F: 2 clusters Score -72812.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -71302.703125 Penalty: 3101.899170 Iteration 0F: 3 clusters Score -71302.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -71507.968750 Penalty: 3101.899170 Iteration 1F: 3 clusters Score -71507.97 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -71609.734375 Penalty: 3101.899170 Iteration 2F: 3 clusters Score -71609.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -71649.445312 Penalty: 3101.899170 Iteration 3Q: 3 clusters Score -71649.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71673.226562 Penalty: 3101.899170 Iteration 4Q: 3 clusters Score -71673.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71687.226562 Penalty: 3101.899170 Iteration 5Q: 3 clusters Score -71687.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71696.367188 Penalty: 3101.899170 Iteration 6Q: 3 clusters Score -71696.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71699.632812 Penalty: 3101.899170 Iteration 7Q: 3 clusters Score -71699.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -71702.117188 Penalty: 3101.899170 Iteration 8Q: 3 clusters Score -71702.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -71702.843750 Penalty: 3101.899170 Iteration 9Q: 3 clusters Score -71702.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -71702.843750 Penalty: 3101.899170 Iteration 10F: 3 clusters Score -71702.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (5386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Entering Unmasked Estep Score: -857642.437500 Penalty: 2130.706543 Iteration 0F: 2 clusters Score -857642.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -852917.437500 Penalty: 4261.413086 Iteration 0F: 3 clusters Score -852917.4 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -854077.500000 Penalty: 4261.413086 Iteration 1F: 3 clusters Score -854077.5 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -854266.812500 Penalty: 4261.413086 Iteration 2F: 3 clusters Score -854266.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -854376.687500 Penalty: 4261.413086 Iteration 3Q: 3 clusters Score -854376.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -854473.125000 Penalty: 4261.413086 Iteration 4Q: 3 clusters Score -854473.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -854548.125000 Penalty: 4261.413086 Iteration 5Q: 3 clusters Score -854548.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -854605.562500 Penalty: 4261.413086 Iteration 6Q: 3 clusters Score -854605.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -854650.312500 Penalty: 4261.413086 Iteration 7Q: 3 clusters Score -854650.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -854693.125000 Penalty: 4261.413086 Iteration 8Q: 3 clusters Score -854693.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -854731.937500 Penalty: 4261.413086 Iteration 9Q: 3 clusters Score -854731.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -854770.062500 Penalty: 4261.413086 Iteration 10Q: 3 clusters Score -854770.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -854804.625000 Penalty: 4261.413086 Iteration 11Q: 3 clusters Score -854804.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -854845.187500 Penalty: 4261.413086 Iteration 12Q: 3 clusters Score -854845.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -854884.812500 Penalty: 4261.413086 Iteration 13Q: 3 clusters Score -854884.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -854929.000000 Penalty: 4261.413086 Iteration 14Q: 3 clusters Score -854929 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -854975.937500 Penalty: 4261.413086 Iteration 15Q: 3 clusters Score -854975.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -855025.437500 Penalty: 4261.413086 Iteration 16Q: 3 clusters Score -855025.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -855062.250000 Penalty: 4261.413086 Iteration 17Q: 3 clusters Score -855062.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -855112.125000 Penalty: 4261.413086 Iteration 18Q: 3 clusters Score -855112.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -855178.625000 Penalty: 4261.413086 Iteration 19Q: 3 clusters Score -855178.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -855247.687500 Penalty: 4261.413086 Iteration 20F: 3 clusters Score -855247.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -855323.812500 Penalty: 4261.413086 Iteration 21Q: 3 clusters Score -855323.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -855396.125000 Penalty: 4261.413086 Iteration 22Q: 3 clusters Score -855396.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -855456.812500 Penalty: 4261.413086 Iteration 23Q: 3 clusters Score -855456.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -855499.625000 Penalty: 4261.413086 Iteration 24Q: 3 clusters Score -855499.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -855528.750000 Penalty: 4261.413086 Iteration 25Q: 3 clusters Score -855528.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -855557.937500 Penalty: 4261.413086 Iteration 26Q: 3 clusters Score -855557.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -855581.250000 Penalty: 4261.413086 Iteration 27Q: 3 clusters Score -855581.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -855599.375000 Penalty: 4261.413086 Iteration 28Q: 3 clusters Score -855599.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -855617.812500 Penalty: 4261.413086 Iteration 29Q: 3 clusters Score -855617.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -855633.312500 Penalty: 4261.413086 Iteration 30Q: 3 clusters Score -855633.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -855646.375000 Penalty: 4261.413086 Iteration 31Q: 3 clusters Score -855646.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -855660.937500 Penalty: 4261.413086 Iteration 32Q: 3 clusters Score -855660.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -855668.812500 Penalty: 4261.413086 Iteration 33Q: 3 clusters Score -855668.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -855678.125000 Penalty: 4261.413086 Iteration 34Q: 3 clusters Score -855678.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -855685.375000 Penalty: 4261.413086 Iteration 35Q: 3 clusters Score -855685.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -855689.625000 Penalty: 4261.413086 Iteration 36Q: 3 clusters Score -855689.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -855692.875000 Penalty: 4261.413086 Iteration 37Q: 3 clusters Score -855692.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -855692.437500 Penalty: 4261.413086 Iteration 38Q: 3 clusters Score -855692.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -855692.437500 Penalty: 4261.413086 Iteration 39Q: 3 clusters Score -855692.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -855692.437500 Penalty: 4261.413086 Iteration 40F: 3 clusters Score -855692.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Entering Unmasked Estep Score: -170885.265625 Penalty: 1761.215698 Iteration 0F: 2 clusters Score -170885.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -168910.921875 Penalty: 3522.431396 Iteration 0F: 3 clusters Score -168910.9 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -169792.500000 Penalty: 3522.431396 Iteration 1F: 3 clusters Score -169792.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -170348.750000 Penalty: 3522.431396 Iteration 2F: 3 clusters Score -170348.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -170688.484375 Penalty: 3522.431396 Iteration 3F: 3 clusters Score -170688.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -170862.156250 Penalty: 3522.431396 Iteration 4F: 3 clusters Score -170862.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -171002.234375 Penalty: 3522.431396 Iteration 5Q: 3 clusters Score -171002.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -171083.046875 Penalty: 3522.431396 Iteration 6Q: 3 clusters Score -171083 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -171123.656250 Penalty: 3522.431396 Iteration 7Q: 3 clusters Score -171123.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -171139.265625 Penalty: 3522.431396 Iteration 8Q: 3 clusters Score -171139.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -171162.593750 Penalty: 3522.431396 Iteration 9Q: 3 clusters Score -171162.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -171167.250000 Penalty: 3522.431396 Iteration 10Q: 3 clusters Score -171167.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -171171.484375 Penalty: 3522.431396 Iteration 11Q: 3 clusters Score -171171.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -171175.781250 Penalty: 3522.431396 Iteration 12Q: 3 clusters Score -171175.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -171178.765625 Penalty: 3522.431396 Iteration 13Q: 3 clusters Score -171178.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -171192.218750 Penalty: 3522.431396 Iteration 14Q: 3 clusters Score -171192.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -171197.078125 Penalty: 3522.431396 Iteration 15Q: 3 clusters Score -171197.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -171202.421875 Penalty: 3522.431396 Iteration 16Q: 3 clusters Score -171202.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -171202.421875 Penalty: 3522.431396 Iteration 17F: 3 clusters Score -171202.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 13040 members Mstep: Class 2 contains 412 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5386 members Mstep: Class 9 contains 802 members Mstep: Class 11 contains 79289 members Mstep: Class 12 contains 1225 members Mstep: Class 13 contains 5422 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15676 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15250 members Entering Unmasked Estep Score: -22343540.000000 Penalty: 44049.234375 Splitting cluster 9 changes total score from -22344360.000000 to -22343540.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (79289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79289 members Entering Unmasked Estep Score: -12995807.000000 Penalty: 2797.651855 Iteration 0F: 2 clusters Score -1.299581e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39588 members Mstep: Class 2 contains 39701 members Entering Unmasked Estep Score: -12943582.000000 Penalty: 5595.303711 Iteration 0F: 3 clusters Score -1.294358e+07 nChanged 37260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38484 members Mstep: Class 2 contains 40805 members Entering Unmasked Estep Score: -12964949.000000 Penalty: 5595.303711 Iteration 1F: 3 clusters Score -1.296495e+07 nChanged 3005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37841 members Mstep: Class 2 contains 41448 members Entering Unmasked Estep Score: -12965980.000000 Penalty: 5595.303711 Iteration 2Q: 3 clusters Score -1.296598e+07 nChanged 3399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36872 members Mstep: Class 2 contains 42417 members Entering Unmasked Estep Score: -12967438.000000 Penalty: 5595.303711 Iteration 3Q: 3 clusters Score -1.296744e+07 nChanged 4227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35595 members Mstep: Class 2 contains 43694 members Entering Unmasked Estep Score: -12970271.000000 Penalty: 5595.303711 Iteration 4F: 3 clusters Score -1.297027e+07 nChanged 5214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34113 members Mstep: Class 2 contains 45176 members Entering Unmasked Estep Score: -12974631.000000 Penalty: 5595.303711 Iteration 5F: 3 clusters Score -1.297463e+07 nChanged 6027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33290 members Mstep: Class 2 contains 45999 members Entering Unmasked Estep Score: -12980181.000000 Penalty: 5595.303711 Iteration 6F: 3 clusters Score -1.298018e+07 nChanged 6143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33675 members Mstep: Class 2 contains 45614 members Entering Unmasked Estep Score: -12985299.000000 Penalty: 5595.303711 Iteration 7F: 3 clusters Score -1.29853e+07 nChanged 5244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35213 members Mstep: Class 2 contains 44076 members Entering Unmasked Estep Score: -12988596.000000 Penalty: 5595.303711 Iteration 8F: 3 clusters Score -1.29886e+07 nChanged 3956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37285 members Mstep: Class 2 contains 42004 members Entering Unmasked Estep Score: -12990744.000000 Penalty: 5595.303711 Iteration 9Q: 3 clusters Score -1.299074e+07 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39468 members Mstep: Class 2 contains 39821 members Entering Unmasked Estep Score: -12992402.000000 Penalty: 5595.303711 Iteration 10Q: 3 clusters Score -1.29924e+07 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41700 members Mstep: Class 2 contains 37589 members Entering Unmasked Estep Score: -12993745.000000 Penalty: 5595.303711 Iteration 11Q: 3 clusters Score -1.299374e+07 nChanged 2296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43938 members Mstep: Class 2 contains 35351 members Entering Unmasked Estep Score: -12995222.000000 Penalty: 5595.303711 Iteration 12Q: 3 clusters Score -1.299522e+07 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46201 members Mstep: Class 2 contains 33088 members Entering Unmasked Estep Score: -12996824.000000 Penalty: 5595.303711 Iteration 13Q: 3 clusters Score -1.299682e+07 nChanged 2351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48514 members Mstep: Class 2 contains 30775 members Entering Unmasked Estep Score: -12998940.000000 Penalty: 5595.303711 Iteration 14Q: 3 clusters Score -1.299894e+07 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50688 members Mstep: Class 2 contains 28601 members Entering Unmasked Estep Score: -13000847.000000 Penalty: 5595.303711 Iteration 15Q: 3 clusters Score -1.300085e+07 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52621 members Mstep: Class 2 contains 26668 members Entering Unmasked Estep Score: -13002428.000000 Penalty: 5595.303711 Iteration 16Q: 3 clusters Score -1.300243e+07 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54262 members Mstep: Class 2 contains 25027 members Entering Unmasked Estep Score: -13003597.000000 Penalty: 5595.303711 Iteration 17Q: 3 clusters Score -1.30036e+07 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55606 members Mstep: Class 2 contains 23683 members Entering Unmasked Estep Score: -13004289.000000 Penalty: 5595.303711 Iteration 18Q: 3 clusters Score -1.300429e+07 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56688 members Mstep: Class 2 contains 22601 members Entering Unmasked Estep Score: -13004660.000000 Penalty: 5595.303711 Iteration 19Q: 3 clusters Score -1.300466e+07 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57541 members Mstep: Class 2 contains 21748 members Entering Unmasked Estep Score: -13004883.000000 Penalty: 5595.303711 Iteration 20F: 3 clusters Score -1.300488e+07 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58234 members Mstep: Class 2 contains 21055 members Entering Unmasked Estep Score: -13004943.000000 Penalty: 5595.303711 Iteration 21Q: 3 clusters Score -1.300494e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58791 members Mstep: Class 2 contains 20498 members Entering Unmasked Estep Score: -13004972.000000 Penalty: 5595.303711 Iteration 22Q: 3 clusters Score -1.300497e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59219 members Mstep: Class 2 contains 20070 members Entering Unmasked Estep Score: -13005032.000000 Penalty: 5595.303711 Iteration 23Q: 3 clusters Score -1.300503e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59557 members Mstep: Class 2 contains 19732 members Entering Unmasked Estep Score: -13005053.000000 Penalty: 5595.303711 Iteration 24Q: 3 clusters Score -1.300505e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59813 members Mstep: Class 2 contains 19476 members Entering Unmasked Estep Score: -13005106.000000 Penalty: 5595.303711 Iteration 25Q: 3 clusters Score -1.300511e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60008 members Mstep: Class 2 contains 19281 members Entering Unmasked Estep Score: -13005091.000000 Penalty: 5595.303711 Iteration 26Q: 3 clusters Score -1.300509e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60161 members Mstep: Class 2 contains 19128 members Entering Unmasked Estep Score: -13005089.000000 Penalty: 5595.303711 Iteration 27Q: 3 clusters Score -1.300509e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60292 members Mstep: Class 2 contains 18997 members Entering Unmasked Estep Score: -13005058.000000 Penalty: 5595.303711 Iteration 28Q: 3 clusters Score -1.300506e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60403 members Mstep: Class 2 contains 18886 members Entering Unmasked Estep Score: -13005053.000000 Penalty: 5595.303711 Iteration 29Q: 3 clusters Score -1.300505e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60482 members Mstep: Class 2 contains 18807 members Entering Unmasked Estep Score: -13005055.000000 Penalty: 5595.303711 Iteration 30Q: 3 clusters Score -1.300506e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60539 members Mstep: Class 2 contains 18750 members Entering Unmasked Estep Score: -13005064.000000 Penalty: 5595.303711 Iteration 31Q: 3 clusters Score -1.300506e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60578 members Mstep: Class 2 contains 18711 members Entering Unmasked Estep Score: -13005034.000000 Penalty: 5595.303711 Iteration 32Q: 3 clusters Score -1.300503e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60612 members Mstep: Class 2 contains 18677 members Entering Unmasked Estep Score: -13005042.000000 Penalty: 5595.303711 Iteration 33Q: 3 clusters Score -1.300504e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60644 members Mstep: Class 2 contains 18645 members Entering Unmasked Estep Score: -13005063.000000 Penalty: 5595.303711 Iteration 34Q: 3 clusters Score -1.300506e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60673 members Mstep: Class 2 contains 18616 members Entering Unmasked Estep Score: -13005040.000000 Penalty: 5595.303711 Iteration 35Q: 3 clusters Score -1.300504e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60693 members Mstep: Class 2 contains 18596 members Entering Unmasked Estep Score: -13005049.000000 Penalty: 5595.303711 Iteration 36Q: 3 clusters Score -1.300505e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60704 members Mstep: Class 2 contains 18585 members Entering Unmasked Estep Score: -13005044.000000 Penalty: 5595.303711 Iteration 37Q: 3 clusters Score -1.300504e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60715 members Mstep: Class 2 contains 18574 members Entering Unmasked Estep Score: -13005037.000000 Penalty: 5595.303711 Iteration 38Q: 3 clusters Score -1.300504e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60723 members Mstep: Class 2 contains 18566 members Entering Unmasked Estep Score: -13005039.000000 Penalty: 5595.303711 Iteration 39Q: 3 clusters Score -1.300504e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60730 members Mstep: Class 2 contains 18559 members Entering Unmasked Estep Score: -13005052.000000 Penalty: 5595.303711 Iteration 40F: 3 clusters Score -1.300505e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60732 members Mstep: Class 2 contains 18557 members Entering Unmasked Estep Score: -13005051.000000 Penalty: 5595.303711 Iteration 41Q: 3 clusters Score -1.300505e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60734 members Mstep: Class 2 contains 18555 members Entering Unmasked Estep Score: -13005050.000000 Penalty: 5595.303711 Iteration 42Q: 3 clusters Score -1.300505e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60735 members Mstep: Class 2 contains 18554 members Entering Unmasked Estep Score: -13005050.000000 Penalty: 5595.303711 Iteration 43Q: 3 clusters Score -1.300505e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60736 members Mstep: Class 2 contains 18553 members Entering Unmasked Estep Score: -13005042.000000 Penalty: 5595.303711 Iteration 44Q: 3 clusters Score -1.300504e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60736 members Mstep: Class 2 contains 18553 members Entering Unmasked Estep Score: -13005042.000000 Penalty: 5595.303711 Iteration 45F: 3 clusters Score -1.300504e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 13040 members Mstep: Class 2 contains 18553 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5386 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 60736 members Mstep: Class 12 contains 1225 members Mstep: Class 13 contains 5422 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15676 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15250 members Entering Unmasked Estep Score: -22353526.000000 Penalty: 44049.234375 Splitting cluster 11 changes total score from -22344360.000000 to -22353526.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 12 (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: -188983.953125 Penalty: 1763.452637 Iteration 0F: 2 clusters Score -188984 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -186905.187500 Penalty: 3526.905273 Iteration 0F: 3 clusters Score -186905.2 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -187259.843750 Penalty: 3526.905273 Iteration 1F: 3 clusters Score -187259.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -187387.312500 Penalty: 3526.905273 Iteration 2F: 3 clusters Score -187387.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -187476.953125 Penalty: 3526.905273 Iteration 3Q: 3 clusters Score -187477 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -187575.109375 Penalty: 3526.905273 Iteration 4Q: 3 clusters Score -187575.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -187701.031250 Penalty: 3526.905273 Iteration 5Q: 3 clusters Score -187701 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -187821.093750 Penalty: 3526.905273 Iteration 6Q: 3 clusters Score -187821.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -187922.515625 Penalty: 3526.905273 Iteration 7Q: 3 clusters Score -187922.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -187987.750000 Penalty: 3526.905273 Iteration 8Q: 3 clusters Score -187987.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -188034.562500 Penalty: 3526.905273 Iteration 9Q: 3 clusters Score -188034.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -188065.953125 Penalty: 3526.905273 Iteration 10Q: 3 clusters Score -188066 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -188081.953125 Penalty: 3526.905273 Iteration 11Q: 3 clusters Score -188082 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -188089.468750 Penalty: 3526.905273 Iteration 12Q: 3 clusters Score -188089.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -188096.968750 Penalty: 3526.905273 Iteration 13Q: 3 clusters Score -188097 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -188106.234375 Penalty: 3526.905273 Iteration 14Q: 3 clusters Score -188106.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -188115.015625 Penalty: 3526.905273 Iteration 15Q: 3 clusters Score -188115 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -188122.828125 Penalty: 3526.905273 Iteration 16Q: 3 clusters Score -188122.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -188123.515625 Penalty: 3526.905273 Iteration 17Q: 3 clusters Score -188123.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -188124.500000 Penalty: 3526.905273 Iteration 18Q: 3 clusters Score -188124.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -188124.500000 Penalty: 3526.905273 Iteration 19F: 3 clusters Score -188124.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (5422 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Entering Unmasked Estep Score: -891224.750000 Penalty: 2132.358643 Iteration 0F: 2 clusters Score -891224.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -886446.500000 Penalty: 4264.717285 Iteration 0F: 3 clusters Score -886446.5 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -887879.062500 Penalty: 4264.717285 Iteration 1F: 3 clusters Score -887879.1 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -888261.062500 Penalty: 4264.717285 Iteration 2F: 3 clusters Score -888261.1 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -888544.875000 Penalty: 4264.717285 Iteration 3F: 3 clusters Score -888544.9 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -888763.875000 Penalty: 4264.717285 Iteration 4F: 3 clusters Score -888763.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -889081.000000 Penalty: 4264.717285 Iteration 5Q: 3 clusters Score -889081 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -889485.187500 Penalty: 4264.717285 Iteration 6F: 3 clusters Score -889485.2 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -889865.375000 Penalty: 4264.717285 Iteration 7F: 3 clusters Score -889865.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -890179.500000 Penalty: 4264.717285 Iteration 8F: 3 clusters Score -890179.5 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -890427.187500 Penalty: 4264.717285 Iteration 9Q: 3 clusters Score -890427.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -890576.062500 Penalty: 4264.717285 Iteration 10Q: 3 clusters Score -890576.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -890689.375000 Penalty: 4264.717285 Iteration 11Q: 3 clusters Score -890689.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -890768.187500 Penalty: 4264.717285 Iteration 12Q: 3 clusters Score -890768.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -890803.750000 Penalty: 4264.717285 Iteration 13Q: 3 clusters Score -890803.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -890826.687500 Penalty: 4264.717285 Iteration 14Q: 3 clusters Score -890826.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -890842.250000 Penalty: 4264.717285 Iteration 15Q: 3 clusters Score -890842.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -890851.500000 Penalty: 4264.717285 Iteration 16Q: 3 clusters Score -890851.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -890862.687500 Penalty: 4264.717285 Iteration 17Q: 3 clusters Score -890862.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -890871.562500 Penalty: 4264.717285 Iteration 18Q: 3 clusters Score -890871.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -890876.125000 Penalty: 4264.717285 Iteration 19Q: 3 clusters Score -890876.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -890884.562500 Penalty: 4264.717285 Iteration 20F: 3 clusters Score -890884.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -890893.687500 Penalty: 4264.717285 Iteration 21Q: 3 clusters Score -890893.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -890898.062500 Penalty: 4264.717285 Iteration 22Q: 3 clusters Score -890898.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -890902.250000 Penalty: 4264.717285 Iteration 23Q: 3 clusters Score -890902.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -890904.250000 Penalty: 4264.717285 Iteration 24Q: 3 clusters Score -890904.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -890905.812500 Penalty: 4264.717285 Iteration 25Q: 3 clusters Score -890905.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -890905.937500 Penalty: 4264.717285 Iteration 26Q: 3 clusters Score -890905.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -890907.312500 Penalty: 4264.717285 Iteration 27Q: 3 clusters Score -890907.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -890908.875000 Penalty: 4264.717285 Iteration 28Q: 3 clusters Score -890908.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -890908.875000 Penalty: 4264.717285 Iteration 29F: 3 clusters Score -890908.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -71102.242188 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -71102.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -69636.445312 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -69636.45 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -69929.835938 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -69929.84 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -70135.234375 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -70135.23 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -70433.203125 Penalty: 3070.396484 Iteration 3F: 3 clusters Score -70433.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -70607.789062 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -70607.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -70763.976562 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -70763.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -70830.398438 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -70830.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -70896.195312 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -70896.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -70988.562500 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -70988.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -71015.828125 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -71015.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -71025.640625 Penalty: 3070.396484 Iteration 10Q: 3 clusters Score -71025.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -71027.507812 Penalty: 3070.396484 Iteration 11Q: 3 clusters Score -71027.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -71029.250000 Penalty: 3070.396484 Iteration 12Q: 3 clusters Score -71029.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -71031.468750 Penalty: 3070.396484 Iteration 13Q: 3 clusters Score -71031.47 nChanged 2 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: -71034.242188 Penalty: 3070.396484 Iteration 14Q: 3 clusters Score -71034.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -71037.492188 Penalty: 3070.396484 Iteration 15Q: 3 clusters Score -71037.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -71041.226562 Penalty: 3070.396484 Iteration 16Q: 3 clusters Score -71041.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -71041.226562 Penalty: 3070.396484 Iteration 17F: 3 clusters Score -71041.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (15676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15676 members Entering Unmasked Estep Score: -2537550.500000 Penalty: 2395.651855 Iteration 0F: 2 clusters Score -2537550 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -2526310.250000 Penalty: 4791.303711 Iteration 0F: 3 clusters Score -2526310 nChanged 6766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -2529976.250000 Penalty: 4791.303711 Iteration 1F: 3 clusters Score -2529976 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 7934 members Entering Unmasked Estep Score: -2530340.250000 Penalty: 4791.303711 Iteration 2F: 3 clusters Score -2530340 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 8053 members Entering Unmasked Estep Score: -2530672.250000 Penalty: 4791.303711 Iteration 3Q: 3 clusters Score -2530672 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 8145 members Entering Unmasked Estep Score: -2530961.000000 Penalty: 4791.303711 Iteration 4Q: 3 clusters Score -2530961 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7440 members Mstep: Class 2 contains 8236 members Entering Unmasked Estep Score: -2531235.250000 Penalty: 4791.303711 Iteration 5Q: 3 clusters Score -2531235 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -2531499.750000 Penalty: 4791.303711 Iteration 6Q: 3 clusters Score -2531500 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -2531774.750000 Penalty: 4791.303711 Iteration 7Q: 3 clusters Score -2531775 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 8700 members Entering Unmasked Estep Score: -2532080.750000 Penalty: 4791.303711 Iteration 8Q: 3 clusters Score -2532081 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -2532384.000000 Penalty: 4791.303711 Iteration 9Q: 3 clusters Score -2532384 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -2532751.250000 Penalty: 4791.303711 Iteration 10Q: 3 clusters Score -2532751 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -2533087.250000 Penalty: 4791.303711 Iteration 11Q: 3 clusters Score -2533087 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -2533384.500000 Penalty: 4791.303711 Iteration 12Q: 3 clusters Score -2533384 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 9542 members Entering Unmasked Estep Score: -2533619.000000 Penalty: 4791.303711 Iteration 13Q: 3 clusters Score -2533619 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 9651 members Entering Unmasked Estep Score: -2533801.250000 Penalty: 4791.303711 Iteration 14Q: 3 clusters Score -2533801 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -2533954.500000 Penalty: 4791.303711 Iteration 15Q: 3 clusters Score -2533954 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -2534067.750000 Penalty: 4791.303711 Iteration 16Q: 3 clusters Score -2534068 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 10052 members Entering Unmasked Estep Score: -2534143.500000 Penalty: 4791.303711 Iteration 17Q: 3 clusters Score -2534144 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -2534220.250000 Penalty: 4791.303711 Iteration 18Q: 3 clusters Score -2534220 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -2534254.750000 Penalty: 4791.303711 Iteration 19Q: 3 clusters Score -2534255 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 10374 members Entering Unmasked Estep Score: -2534300.250000 Penalty: 4791.303711 Iteration 20F: 3 clusters Score -2534300 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -2534344.000000 Penalty: 4791.303711 Iteration 21Q: 3 clusters Score -2534344 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 10605 members Entering Unmasked Estep Score: -2534381.250000 Penalty: 4791.303711 Iteration 22Q: 3 clusters Score -2534381 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 10724 members Entering Unmasked Estep Score: -2534418.250000 Penalty: 4791.303711 Iteration 23Q: 3 clusters Score -2534418 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 10843 members Entering Unmasked Estep Score: -2534461.250000 Penalty: 4791.303711 Iteration 24Q: 3 clusters Score -2534461 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 10961 members Entering Unmasked Estep Score: -2534504.000000 Penalty: 4791.303711 Iteration 25Q: 3 clusters Score -2534504 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 11081 members Entering Unmasked Estep Score: -2534547.250000 Penalty: 4791.303711 Iteration 26Q: 3 clusters Score -2534547 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -2534577.000000 Penalty: 4791.303711 Iteration 27Q: 3 clusters Score -2534577 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 11293 members Entering Unmasked Estep Score: -2534610.500000 Penalty: 4791.303711 Iteration 28Q: 3 clusters Score -2534610 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 11391 members Entering Unmasked Estep Score: -2534638.750000 Penalty: 4791.303711 Iteration 29Q: 3 clusters Score -2534639 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 11477 members Entering Unmasked Estep Score: -2534657.500000 Penalty: 4791.303711 Iteration 30Q: 3 clusters Score -2534658 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -2534678.500000 Penalty: 4791.303711 Iteration 31Q: 3 clusters Score -2534678 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -2534708.250000 Penalty: 4791.303711 Iteration 32Q: 3 clusters Score -2534708 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 11724 members Entering Unmasked Estep Score: -2534737.250000 Penalty: 4791.303711 Iteration 33Q: 3 clusters Score -2534737 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 11811 members Entering Unmasked Estep Score: -2534757.750000 Penalty: 4791.303711 Iteration 34Q: 3 clusters Score -2534758 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 11892 members Entering Unmasked Estep Score: -2534785.500000 Penalty: 4791.303711 Iteration 35Q: 3 clusters Score -2534786 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 11994 members Entering Unmasked Estep Score: -2534813.250000 Penalty: 4791.303711 Iteration 36Q: 3 clusters Score -2534813 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 12080 members Entering Unmasked Estep Score: -2534836.500000 Penalty: 4791.303711 Iteration 37Q: 3 clusters Score -2534836 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 12161 members Entering Unmasked Estep Score: -2534850.750000 Penalty: 4791.303711 Iteration 38Q: 3 clusters Score -2534851 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 12247 members Entering Unmasked Estep Score: -2534887.250000 Penalty: 4791.303711 Iteration 39Q: 3 clusters Score -2534887 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 12329 members Entering Unmasked Estep Score: -2534913.000000 Penalty: 4791.303711 Iteration 40F: 3 clusters Score -2534913 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 12429 members Entering Unmasked Estep Score: -2534955.500000 Penalty: 4791.303711 Iteration 41Q: 3 clusters Score -2534956 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 12531 members Entering Unmasked Estep Score: -2534994.750000 Penalty: 4791.303711 Iteration 42Q: 3 clusters Score -2534995 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 12641 members Entering Unmasked Estep Score: -2535031.500000 Penalty: 4791.303711 Iteration 43Q: 3 clusters Score -2535032 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 12744 members Entering Unmasked Estep Score: -2535073.000000 Penalty: 4791.303711 Iteration 44Q: 3 clusters Score -2535073 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 12831 members Entering Unmasked Estep Score: -2535114.500000 Penalty: 4791.303711 Iteration 45Q: 3 clusters Score -2535114 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 12931 members Entering Unmasked Estep Score: -2535162.000000 Penalty: 4791.303711 Iteration 46Q: 3 clusters Score -2535162 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -2535201.250000 Penalty: 4791.303711 Iteration 47Q: 3 clusters Score -2535201 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 13147 members Entering Unmasked Estep Score: -2535249.750000 Penalty: 4791.303711 Iteration 48Q: 3 clusters Score -2535250 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -2535291.500000 Penalty: 4791.303711 Iteration 49Q: 3 clusters Score -2535292 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 13355 members Entering Unmasked Estep Score: -2535346.750000 Penalty: 4791.303711 Iteration 50Q: 3 clusters Score -2535347 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 13463 members Entering Unmasked Estep Score: -2535385.500000 Penalty: 4791.303711 Iteration 51Q: 3 clusters Score -2535386 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -2535416.000000 Penalty: 4791.303711 Iteration 52Q: 3 clusters Score -2535416 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 13627 members Entering Unmasked Estep Score: -2535458.500000 Penalty: 4791.303711 Iteration 53Q: 3 clusters Score -2535458 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 13702 members Entering Unmasked Estep Score: -2535484.000000 Penalty: 4791.303711 Iteration 54Q: 3 clusters Score -2535484 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 13763 members Entering Unmasked Estep Score: -2535512.250000 Penalty: 4791.303711 Iteration 55Q: 3 clusters Score -2535512 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -2535541.500000 Penalty: 4791.303711 Iteration 56Q: 3 clusters Score -2535542 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 13897 members Entering Unmasked Estep Score: -2535587.500000 Penalty: 4791.303711 Iteration 57Q: 3 clusters Score -2535588 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 13963 members Entering Unmasked Estep Score: -2535605.500000 Penalty: 4791.303711 Iteration 58Q: 3 clusters Score -2535606 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 14034 members Entering Unmasked Estep Score: -2535644.750000 Penalty: 4791.303711 Iteration 59Q: 3 clusters Score -2535645 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 14103 members Entering Unmasked Estep Score: -2535686.750000 Penalty: 4791.303711 Iteration 60F: 3 clusters Score -2535687 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 14185 members Entering Unmasked Estep Score: -2535736.500000 Penalty: 4791.303711 Iteration 61Q: 3 clusters Score -2535736 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -2535775.000000 Penalty: 4791.303711 Iteration 62Q: 3 clusters Score -2535775 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 14322 members Entering Unmasked Estep Score: -2535812.000000 Penalty: 4791.303711 Iteration 63Q: 3 clusters Score -2535812 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 14375 members Entering Unmasked Estep Score: -2535844.750000 Penalty: 4791.303711 Iteration 64Q: 3 clusters Score -2535845 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 14431 members Entering Unmasked Estep Score: -2535875.500000 Penalty: 4791.303711 Iteration 65Q: 3 clusters Score -2535876 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 14478 members Entering Unmasked Estep Score: -2535892.500000 Penalty: 4791.303711 Iteration 66Q: 3 clusters Score -2535892 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 14515 members Entering Unmasked Estep Score: -2535924.000000 Penalty: 4791.303711 Iteration 67Q: 3 clusters Score -2535924 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 14553 members Entering Unmasked Estep Score: -2535948.500000 Penalty: 4791.303711 Iteration 68Q: 3 clusters Score -2535948 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 14583 members Entering Unmasked Estep Score: -2535970.500000 Penalty: 4791.303711 Iteration 69Q: 3 clusters Score -2535970 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 14616 members Entering Unmasked Estep Score: -2535986.750000 Penalty: 4791.303711 Iteration 70Q: 3 clusters Score -2535987 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 14644 members Entering Unmasked Estep Score: -2536004.500000 Penalty: 4791.303711 Iteration 71Q: 3 clusters Score -2536004 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 14661 members Entering Unmasked Estep Score: -2536017.000000 Penalty: 4791.303711 Iteration 72Q: 3 clusters Score -2536017 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 14678 members Entering Unmasked Estep Score: -2536025.250000 Penalty: 4791.303711 Iteration 73Q: 3 clusters Score -2536025 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 14701 members Entering Unmasked Estep Score: -2536043.250000 Penalty: 4791.303711 Iteration 74Q: 3 clusters Score -2536043 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 14717 members Entering Unmasked Estep Score: -2536047.250000 Penalty: 4791.303711 Iteration 75Q: 3 clusters Score -2536047 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 14730 members Entering Unmasked Estep Score: -2536051.750000 Penalty: 4791.303711 Iteration 76Q: 3 clusters Score -2536052 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 14742 members Entering Unmasked Estep Score: -2536056.500000 Penalty: 4791.303711 Iteration 77Q: 3 clusters Score -2536056 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 14750 members Entering Unmasked Estep Score: -2536062.500000 Penalty: 4791.303711 Iteration 78Q: 3 clusters Score -2536062 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 14757 members Entering Unmasked Estep Score: -2536065.750000 Penalty: 4791.303711 Iteration 79Q: 3 clusters Score -2536066 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 14764 members Entering Unmasked Estep Score: -2536071.500000 Penalty: 4791.303711 Iteration 80F: 3 clusters Score -2536072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 14771 members Entering Unmasked Estep Score: -2536074.000000 Penalty: 4791.303711 Iteration 81Q: 3 clusters Score -2536074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 14777 members Entering Unmasked Estep Score: -2536076.750000 Penalty: 4791.303711 Iteration 82Q: 3 clusters Score -2536077 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 14780 members Entering Unmasked Estep Score: -2536078.250000 Penalty: 4791.303711 Iteration 83Q: 3 clusters Score -2536078 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 14788 members Entering Unmasked Estep Score: -2536087.750000 Penalty: 4791.303711 Iteration 84Q: 3 clusters Score -2536088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 14793 members Entering Unmasked Estep Score: -2536089.250000 Penalty: 4791.303711 Iteration 85Q: 3 clusters Score -2536089 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -2536090.500000 Penalty: 4791.303711 Iteration 86Q: 3 clusters Score -2536090 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 14796 members Entering Unmasked Estep Score: -2536090.750000 Penalty: 4791.303711 Iteration 87Q: 3 clusters Score -2536091 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 14796 members Entering Unmasked Estep Score: -2536090.750000 Penalty: 4791.303711 Iteration 88F: 3 clusters Score -2536091 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -51227.535156 Penalty: 1472.509033 Iteration 0F: 2 clusters Score -51227.54 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 195 members Entering Unmasked Estep Score: -49954.644531 Penalty: 2945.018066 Iteration 0F: 3 clusters Score -49954.64 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -50213.121094 Penalty: 2945.018066 Iteration 1F: 3 clusters Score -50213.12 nChanged 23 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: -50301.402344 Penalty: 2945.018066 Iteration 2F: 3 clusters Score -50301.4 nChanged 12 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: -50377.296875 Penalty: 2945.018066 Iteration 3Q: 3 clusters Score -50377.3 nChanged 11 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: -50432.136719 Penalty: 2945.018066 Iteration 4Q: 3 clusters Score -50432.14 nChanged 4 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: -50472.789062 Penalty: 2945.018066 Iteration 5Q: 3 clusters Score -50472.79 nChanged 2 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: -50479.535156 Penalty: 2945.018066 Iteration 6Q: 3 clusters Score -50479.54 nChanged 2 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: -50488.910156 Penalty: 2945.018066 Iteration 7Q: 3 clusters Score -50488.91 nChanged 1 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: -50491.074219 Penalty: 2945.018066 Iteration 8Q: 3 clusters Score -50491.07 nChanged 0 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: -50491.074219 Penalty: 2945.018066 Iteration 9F: 3 clusters Score -50491.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -13228.771484 Penalty: 1221.958984 Iteration 0F: 2 clusters Score -13228.77 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 53 members Entering Unmasked Estep Score: -12466.730469 Penalty: 2443.917969 Iteration 0F: 3 clusters Score -12466.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -12594.829102 Penalty: 2443.917969 Iteration 1F: 3 clusters Score -12594.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -12671.029297 Penalty: 2443.917969 Iteration 2Q: 3 clusters Score -12671.03 nChanged 4 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: -12697.972656 Penalty: 2443.917969 Iteration 3Q: 3 clusters Score -12697.97 nChanged 0 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: -12697.972656 Penalty: 2443.917969 Iteration 4F: 3 clusters Score -12697.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (15250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15250 members Entering Unmasked Estep Score: -2473747.750000 Penalty: 2388.819092 Iteration 0F: 2 clusters Score -2473748 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7623 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -2462644.000000 Penalty: 4777.638184 Iteration 0F: 3 clusters Score -2462644 nChanged 6610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 7875 members Entering Unmasked Estep Score: -2466383.500000 Penalty: 4777.638184 Iteration 1F: 3 clusters Score -2466384 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7207 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -2466963.000000 Penalty: 4777.638184 Iteration 2F: 3 clusters Score -2466963 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 8278 members Entering Unmasked Estep Score: -2467591.750000 Penalty: 4777.638184 Iteration 3F: 3 clusters Score -2467592 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 8649 members Entering Unmasked Estep Score: -2468299.750000 Penalty: 4777.638184 Iteration 4F: 3 clusters Score -2468300 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -2468991.000000 Penalty: 4777.638184 Iteration 5F: 3 clusters Score -2468991 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -2469617.500000 Penalty: 4777.638184 Iteration 6F: 3 clusters Score -2469618 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -2470196.000000 Penalty: 4777.638184 Iteration 7F: 3 clusters Score -2470196 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -2470638.500000 Penalty: 4777.638184 Iteration 8Q: 3 clusters Score -2470638 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -2470918.750000 Penalty: 4777.638184 Iteration 9Q: 3 clusters Score -2470919 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 10886 members Entering Unmasked Estep Score: -2471105.750000 Penalty: 4777.638184 Iteration 10Q: 3 clusters Score -2471106 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -2471222.250000 Penalty: 4777.638184 Iteration 11Q: 3 clusters Score -2471222 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -2471304.500000 Penalty: 4777.638184 Iteration 12Q: 3 clusters Score -2471304 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 11354 members Entering Unmasked Estep Score: -2471377.500000 Penalty: 4777.638184 Iteration 13Q: 3 clusters Score -2471378 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -2471417.500000 Penalty: 4777.638184 Iteration 14Q: 3 clusters Score -2471418 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 11595 members Entering Unmasked Estep Score: -2471469.750000 Penalty: 4777.638184 Iteration 15Q: 3 clusters Score -2471470 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 11697 members Entering Unmasked Estep Score: -2471510.750000 Penalty: 4777.638184 Iteration 16Q: 3 clusters Score -2471511 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -2471556.250000 Penalty: 4777.638184 Iteration 17Q: 3 clusters Score -2471556 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 11912 members Entering Unmasked Estep Score: -2471584.500000 Penalty: 4777.638184 Iteration 18Q: 3 clusters Score -2471584 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 12016 members Entering Unmasked Estep Score: -2471615.750000 Penalty: 4777.638184 Iteration 19Q: 3 clusters Score -2471616 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 12114 members Entering Unmasked Estep Score: -2471647.500000 Penalty: 4777.638184 Iteration 20F: 3 clusters Score -2471648 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -2471685.000000 Penalty: 4777.638184 Iteration 21Q: 3 clusters Score -2471685 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 12304 members Entering Unmasked Estep Score: -2471711.250000 Penalty: 4777.638184 Iteration 22Q: 3 clusters Score -2471711 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 12380 members Entering Unmasked Estep Score: -2471730.250000 Penalty: 4777.638184 Iteration 23Q: 3 clusters Score -2471730 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 12468 members Entering Unmasked Estep Score: -2471757.750000 Penalty: 4777.638184 Iteration 24Q: 3 clusters Score -2471758 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 12559 members Entering Unmasked Estep Score: -2471784.500000 Penalty: 4777.638184 Iteration 25Q: 3 clusters Score -2471784 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 12634 members Entering Unmasked Estep Score: -2471810.000000 Penalty: 4777.638184 Iteration 26Q: 3 clusters Score -2471810 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 12699 members Entering Unmasked Estep Score: -2471839.000000 Penalty: 4777.638184 Iteration 27Q: 3 clusters Score -2471839 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 12760 members Entering Unmasked Estep Score: -2471861.250000 Penalty: 4777.638184 Iteration 28Q: 3 clusters Score -2471861 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 12818 members Entering Unmasked Estep Score: -2471877.000000 Penalty: 4777.638184 Iteration 29Q: 3 clusters Score -2471877 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 12854 members Entering Unmasked Estep Score: -2471881.750000 Penalty: 4777.638184 Iteration 30Q: 3 clusters Score -2471882 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 12884 members Entering Unmasked Estep Score: -2471894.250000 Penalty: 4777.638184 Iteration 31Q: 3 clusters Score -2471894 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -2471893.750000 Penalty: 4777.638184 Iteration 32Q: 3 clusters Score -2471894 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -2471901.500000 Penalty: 4777.638184 Iteration 33Q: 3 clusters Score -2471902 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 12966 members Entering Unmasked Estep Score: -2471913.750000 Penalty: 4777.638184 Iteration 34Q: 3 clusters Score -2471914 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 12992 members Entering Unmasked Estep Score: -2471917.250000 Penalty: 4777.638184 Iteration 35Q: 3 clusters Score -2471917 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 13012 members Entering Unmasked Estep Score: -2471922.250000 Penalty: 4777.638184 Iteration 36Q: 3 clusters Score -2471922 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 13035 members Entering Unmasked Estep Score: -2471927.250000 Penalty: 4777.638184 Iteration 37Q: 3 clusters Score -2471927 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 13070 members Entering Unmasked Estep Score: -2471937.750000 Penalty: 4777.638184 Iteration 38Q: 3 clusters Score -2471938 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -2471945.250000 Penalty: 4777.638184 Iteration 39Q: 3 clusters Score -2471945 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 13143 members Entering Unmasked Estep Score: -2471959.250000 Penalty: 4777.638184 Iteration 40F: 3 clusters Score -2471959 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 13180 members Entering Unmasked Estep Score: -2471970.750000 Penalty: 4777.638184 Iteration 41Q: 3 clusters Score -2471971 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 13217 members Entering Unmasked Estep Score: -2471979.250000 Penalty: 4777.638184 Iteration 42Q: 3 clusters Score -2471979 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 13247 members Entering Unmasked Estep Score: -2471986.750000 Penalty: 4777.638184 Iteration 43Q: 3 clusters Score -2471987 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 13276 members Entering Unmasked Estep Score: -2471995.500000 Penalty: 4777.638184 Iteration 44Q: 3 clusters Score -2471996 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -2472003.250000 Penalty: 4777.638184 Iteration 45Q: 3 clusters Score -2472003 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 13334 members Entering Unmasked Estep Score: -2472006.250000 Penalty: 4777.638184 Iteration 46Q: 3 clusters Score -2472006 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 13362 members Entering Unmasked Estep Score: -2472016.000000 Penalty: 4777.638184 Iteration 47Q: 3 clusters Score -2472016 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -2472027.750000 Penalty: 4777.638184 Iteration 48Q: 3 clusters Score -2472028 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 13427 members Entering Unmasked Estep Score: -2472033.250000 Penalty: 4777.638184 Iteration 49Q: 3 clusters Score -2472033 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 13467 members Entering Unmasked Estep Score: -2472050.750000 Penalty: 4777.638184 Iteration 50Q: 3 clusters Score -2472051 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 13513 members Entering Unmasked Estep Score: -2472062.000000 Penalty: 4777.638184 Iteration 51Q: 3 clusters Score -2472062 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 13557 members Entering Unmasked Estep Score: -2472074.000000 Penalty: 4777.638184 Iteration 52Q: 3 clusters Score -2472074 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 13595 members Entering Unmasked Estep Score: -2472084.750000 Penalty: 4777.638184 Iteration 53Q: 3 clusters Score -2472085 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -2472098.500000 Penalty: 4777.638184 Iteration 54Q: 3 clusters Score -2472098 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -2472105.750000 Penalty: 4777.638184 Iteration 55Q: 3 clusters Score -2472106 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 13661 members Entering Unmasked Estep Score: -2472106.250000 Penalty: 4777.638184 Iteration 56Q: 3 clusters Score -2472106 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -2472107.250000 Penalty: 4777.638184 Iteration 57Q: 3 clusters Score -2472107 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 13697 members Entering Unmasked Estep Score: -2472112.500000 Penalty: 4777.638184 Iteration 58Q: 3 clusters Score -2472112 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 13709 members Entering Unmasked Estep Score: -2472123.750000 Penalty: 4777.638184 Iteration 59Q: 3 clusters Score -2472124 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 13718 members Entering Unmasked Estep Score: -2472123.500000 Penalty: 4777.638184 Iteration 60F: 3 clusters Score -2472124 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 13725 members Entering Unmasked Estep Score: -2472122.250000 Penalty: 4777.638184 Iteration 61Q: 3 clusters Score -2472122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 13731 members Entering Unmasked Estep Score: -2472116.000000 Penalty: 4777.638184 Iteration 62Q: 3 clusters Score -2472116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 13737 members Entering Unmasked Estep Score: -2472123.250000 Penalty: 4777.638184 Iteration 63Q: 3 clusters Score -2472123 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 13750 members Entering Unmasked Estep Score: -2472128.000000 Penalty: 4777.638184 Iteration 64Q: 3 clusters Score -2472128 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 13756 members Entering Unmasked Estep Score: -2472123.750000 Penalty: 4777.638184 Iteration 65Q: 3 clusters Score -2472124 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 13760 members Entering Unmasked Estep Score: -2472123.000000 Penalty: 4777.638184 Iteration 66Q: 3 clusters Score -2472123 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 13766 members Entering Unmasked Estep Score: -2472123.000000 Penalty: 4777.638184 Iteration 67Q: 3 clusters Score -2472123 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 13771 members Entering Unmasked Estep Score: -2472128.500000 Penalty: 4777.638184 Iteration 68Q: 3 clusters Score -2472128 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 13778 members Entering Unmasked Estep Score: -2472130.750000 Penalty: 4777.638184 Iteration 69Q: 3 clusters Score -2472131 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 13785 members Entering Unmasked Estep Score: -2472133.500000 Penalty: 4777.638184 Iteration 70Q: 3 clusters Score -2472134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 13789 members Entering Unmasked Estep Score: -2472129.750000 Penalty: 4777.638184 Iteration 71Q: 3 clusters Score -2472130 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 13792 members Entering Unmasked Estep Score: -2472133.750000 Penalty: 4777.638184 Iteration 72Q: 3 clusters Score -2472134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 13793 members Entering Unmasked Estep Score: -2472134.500000 Penalty: 4777.638184 Iteration 73Q: 3 clusters Score -2472134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 13797 members Entering Unmasked Estep Score: -2472132.750000 Penalty: 4777.638184 Iteration 74Q: 3 clusters Score -2472133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 13799 members Entering Unmasked Estep Score: -2472132.750000 Penalty: 4777.638184 Iteration 75Q: 3 clusters Score -2472133 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 13799 members Entering Unmasked Estep Score: -2472132.750000 Penalty: 4777.638184 Iteration 76F: 3 clusters Score -2472133 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 13040 members Mstep: Class 3 contains 365 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5386 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 60736 members Mstep: Class 12 contains 1225 members Mstep: Class 13 contains 5422 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 15676 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 15250 members Entering Unmasked Estep ConsiderDeletion Score: -22355468.000000 Penalty: 44049.234375 Iteration 39Q: 16 clusters Score -2.235547e+07 nChanged 4654 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 12762 members Mstep: Class 2 contains 18270 members Mstep: Class 3 contains 366 members Mstep: Class 4 contains 370 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5323 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 62746 members Mstep: Class 12 contains 1230 members Mstep: Class 13 contains 5528 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16242 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 138 members Mstep: Class 19 contains 13186 members Entering Unmasked Estep ConsiderDeletion Score: -22357232.000000 Penalty: 44049.234375 Iteration 40F: 16 clusters Score -2.235723e+07 nChanged 3064 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 18362 members Mstep: Class 3 contains 369 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5295 members Mstep: Class 9 contains 1214 members Mstep: Class 11 contains 64157 members Mstep: Class 12 contains 1230 members Mstep: Class 13 contains 5683 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16418 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 11614 members Entering Unmasked Estep ConsiderDeletion Score: -22358790.000000 Penalty: 44049.234375 Iteration 41Q: 16 clusters Score -2.235879e+07 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12335 members Mstep: Class 2 contains 18467 members Mstep: Class 3 contains 372 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5269 members Mstep: Class 9 contains 1217 members Mstep: Class 11 contains 65164 members Mstep: Class 12 contains 1229 members Mstep: Class 13 contains 5841 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16560 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 143 members Mstep: Class 19 contains 10425 members Entering Unmasked Estep ConsiderDeletion Score: -22359498.000000 Penalty: 44049.234375 Iteration 42Q: 16 clusters Score -2.23595e+07 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12206 members Mstep: Class 2 contains 18611 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5242 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 65859 members Mstep: Class 12 contains 1227 members Mstep: Class 13 contains 5991 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16655 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 9499 members Entering Unmasked Estep ConsiderDeletion Score: -22359964.000000 Penalty: 44049.234375 Iteration 43Q: 16 clusters Score -2.235996e+07 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12136 members Mstep: Class 2 contains 18758 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5204 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 66405 members Mstep: Class 12 contains 1226 members Mstep: Class 13 contains 6115 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16716 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 8729 members Entering Unmasked Estep ConsiderDeletion Score: -22360312.000000 Penalty: 44049.234375 Iteration 44Q: 16 clusters Score -2.236031e+07 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12105 members Mstep: Class 2 contains 18879 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5166 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 66842 members Mstep: Class 12 contains 1220 members Mstep: Class 13 contains 6232 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16758 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 8088 members Entering Unmasked Estep ConsiderDeletion Score: -22360514.000000 Penalty: 44049.234375 Iteration 45Q: 16 clusters Score -2.236051e+07 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 19013 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5154 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67122 members Mstep: Class 12 contains 1212 members Mstep: Class 13 contains 6334 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16809 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 7572 members Entering Unmasked Estep ConsiderDeletion Score: -22360658.000000 Penalty: 44049.234375 Iteration 46Q: 16 clusters Score -2.236066e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 19118 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5136 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67379 members Mstep: Class 12 contains 1208 members Mstep: Class 13 contains 6405 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16858 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 7129 members Entering Unmasked Estep ConsiderDeletion Score: -22360814.000000 Penalty: 44049.234375 Iteration 47Q: 16 clusters Score -2.236081e+07 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12055 members Mstep: Class 2 contains 19207 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5118 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67551 members Mstep: Class 12 contains 1203 members Mstep: Class 13 contains 6476 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16902 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 6779 members Entering Unmasked Estep ConsiderDeletion Score: -22360958.000000 Penalty: 44049.234375 Iteration 48Q: 16 clusters Score -2.236096e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 19283 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5097 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67665 members Mstep: Class 12 contains 1200 members Mstep: Class 13 contains 6531 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16930 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 6519 members Entering Unmasked Estep ConsiderDeletion Score: -22361008.000000 Penalty: 44049.234375 Iteration 49Q: 16 clusters Score -2.236101e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12079 members Mstep: Class 2 contains 19345 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5079 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67722 members Mstep: Class 12 contains 1197 members Mstep: Class 13 contains 6584 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16961 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 6324 members Entering Unmasked Estep ConsiderDeletion Score: -22361080.000000 Penalty: 44049.234375 Iteration 50Q: 16 clusters Score -2.236108e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12096 members Mstep: Class 2 contains 19383 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5068 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67770 members Mstep: Class 12 contains 1195 members Mstep: Class 13 contains 6638 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16978 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 6163 members Entering Unmasked Estep ConsiderDeletion Score: -22361160.000000 Penalty: 44049.234375 Iteration 51Q: 16 clusters Score -2.236116e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 19419 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5050 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67821 members Mstep: Class 12 contains 1196 members Mstep: Class 13 contains 6681 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 16995 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 6022 members Entering Unmasked Estep ConsiderDeletion Score: -22361216.000000 Penalty: 44049.234375 Iteration 52Q: 16 clusters Score -2.236122e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12117 members Mstep: Class 2 contains 19457 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5037 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67850 members Mstep: Class 12 contains 1194 members Mstep: Class 13 contains 6734 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17002 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 5900 members Entering Unmasked Estep ConsiderDeletion Score: -22361298.000000 Penalty: 44049.234375 Iteration 53Q: 16 clusters Score -2.23613e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12113 members Mstep: Class 2 contains 19475 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5025 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67887 members Mstep: Class 12 contains 1192 members Mstep: Class 13 contains 6785 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17015 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 5799 members Entering Unmasked Estep ConsiderDeletion Score: -22361308.000000 Penalty: 44049.234375 Iteration 54Q: 16 clusters Score -2.236131e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12119 members Mstep: Class 2 contains 19490 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 5006 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67894 members Mstep: Class 12 contains 1190 members Mstep: Class 13 contains 6830 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17033 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 5729 members Entering Unmasked Estep ConsiderDeletion Score: -22361352.000000 Penalty: 44049.234375 Iteration 55Q: 16 clusters Score -2.236135e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 19503 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4996 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67882 members Mstep: Class 12 contains 1189 members Mstep: Class 13 contains 6866 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17048 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 5675 members Entering Unmasked Estep ConsiderDeletion Score: -22361348.000000 Penalty: 44049.234375 Iteration 56Q: 16 clusters Score -2.236135e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12141 members Mstep: Class 2 contains 19520 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4987 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67861 members Mstep: Class 12 contains 1189 members Mstep: Class 13 contains 6902 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17059 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 5632 members Entering Unmasked Estep ConsiderDeletion Score: -22361336.000000 Penalty: 44049.234375 Iteration 57Q: 16 clusters Score -2.236134e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 19533 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4975 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67856 members Mstep: Class 12 contains 1189 members Mstep: Class 13 contains 6931 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17071 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 5593 members Entering Unmasked Estep ConsiderDeletion Score: -22361320.000000 Penalty: 44049.234375 Iteration 58Q: 16 clusters Score -2.236132e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12147 members Mstep: Class 2 contains 19542 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4969 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67850 members Mstep: Class 12 contains 1191 members Mstep: Class 13 contains 6956 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17077 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 5559 members Entering Unmasked Estep ConsiderDeletion Score: -22361346.000000 Penalty: 44049.234375 Iteration 59Q: 16 clusters Score -2.236135e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 19555 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4966 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67843 members Mstep: Class 12 contains 1192 members Mstep: Class 13 contains 6970 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17080 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 140 members Mstep: Class 19 contains 5531 members Entering Unmasked Estep ConsiderDeletion Score: -22361902.000000 Penalty: 44049.234375 Iteration 60F: 16 clusters Score -2.23619e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 66 members Mstep: Class 1 contains 12166 members Mstep: Class 2 contains 19568 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4964 members Mstep: Class 9 contains 1219 members Mstep: Class 11 contains 67828 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 6982 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17084 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 154 members Mstep: Class 19 contains 5506 members Entering Unmasked Estep ConsiderDeletion Score: -22362516.000000 Penalty: 44049.234375 Iteration 61Q: 16 clusters Score -2.236252e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12169 members Mstep: Class 2 contains 19575 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4961 members Mstep: Class 9 contains 1222 members Mstep: Class 11 contains 67831 members Mstep: Class 12 contains 1192 members Mstep: Class 13 contains 6992 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17088 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 153 members Mstep: Class 19 contains 5483 members Entering Unmasked Estep ConsiderDeletion Score: -22362642.000000 Penalty: 44049.234375 Iteration 62Q: 16 clusters Score -2.236264e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12171 members Mstep: Class 2 contains 19583 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4960 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67827 members Mstep: Class 12 contains 1192 members Mstep: Class 13 contains 7005 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17091 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5462 members Entering Unmasked Estep ConsiderDeletion Score: -22362642.000000 Penalty: 44049.234375 Iteration 63Q: 16 clusters Score -2.236264e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 19592 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4959 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67815 members Mstep: Class 12 contains 1192 members Mstep: Class 13 contains 7022 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17088 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5449 members Entering Unmasked Estep ConsiderDeletion Score: -22362636.000000 Penalty: 44049.234375 Iteration 64Q: 16 clusters Score -2.236264e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 19596 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4956 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67811 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7038 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17088 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5433 members Entering Unmasked Estep ConsiderDeletion Score: -22362666.000000 Penalty: 44049.234375 Iteration 65Q: 16 clusters Score -2.236267e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12175 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4956 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67806 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7050 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17089 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5421 members Entering Unmasked Estep ConsiderDeletion Score: -22362654.000000 Penalty: 44049.234375 Iteration 66Q: 16 clusters Score -2.236265e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12175 members Mstep: Class 2 contains 19603 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4956 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67813 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7055 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17091 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5405 members Entering Unmasked Estep ConsiderDeletion Score: -22362666.000000 Penalty: 44049.234375 Iteration 67Q: 16 clusters Score -2.236267e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67814 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7062 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17096 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5393 members Entering Unmasked Estep ConsiderDeletion Score: -22362666.000000 Penalty: 44049.234375 Iteration 68Q: 16 clusters Score -2.236267e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67813 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7069 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17097 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5386 members Entering Unmasked Estep ConsiderDeletion Score: -22362656.000000 Penalty: 44049.234375 Iteration 69Q: 16 clusters Score -2.236266e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 19600 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 366 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67811 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7077 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17097 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5381 members Entering Unmasked Estep ConsiderDeletion Score: -22362652.000000 Penalty: 44049.234375 Iteration 70Q: 16 clusters Score -2.236265e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67810 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7080 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17095 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5379 members Entering Unmasked Estep ConsiderDeletion Score: -22362634.000000 Penalty: 44049.234375 Iteration 71Q: 16 clusters Score -2.236263e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 19602 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67808 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7083 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17095 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5378 members Entering Unmasked Estep ConsiderDeletion Score: -22362626.000000 Penalty: 44049.234375 Iteration 72Q: 16 clusters Score -2.236263e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67809 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7085 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17095 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5376 members Entering Unmasked Estep ConsiderDeletion Score: -22362638.000000 Penalty: 44049.234375 Iteration 73Q: 16 clusters Score -2.236264e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 19599 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67810 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7089 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17094 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5374 members Entering Unmasked Estep ConsiderDeletion Score: -22362628.000000 Penalty: 44049.234375 Iteration 74Q: 16 clusters Score -2.236263e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 19600 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67810 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7092 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17093 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5371 members Entering Unmasked Estep ConsiderDeletion Score: -22362636.000000 Penalty: 44049.234375 Iteration 75Q: 16 clusters Score -2.236264e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 19600 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67809 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7096 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17092 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5369 members Entering Unmasked Estep ConsiderDeletion Score: -22362628.000000 Penalty: 44049.234375 Iteration 76Q: 16 clusters Score -2.236263e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12175 members Mstep: Class 2 contains 19600 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67812 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7100 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17091 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5364 members Entering Unmasked Estep ConsiderDeletion Score: -22362624.000000 Penalty: 44049.234375 Iteration 77Q: 16 clusters Score -2.236262e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67817 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7103 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17091 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5356 members Entering Unmasked Estep ConsiderDeletion Score: -22362638.000000 Penalty: 44049.234375 Iteration 78Q: 16 clusters Score -2.236264e+07 nChanged 11 Entering ConstructFrom: Score: -22362638.000000 Penalty: 44049.234375 Entering ConstructFrom: Trying to split cluster 1 (12173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12173 members Entering Unmasked Estep Score: -1997070.250000 Penalty: 2332.929932 Iteration 0F: 2 clusters Score -1997070 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -1988013.125000 Penalty: 4665.859863 Iteration 0F: 3 clusters Score -1988013 nChanged 5145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -1990960.750000 Penalty: 4665.859863 Iteration 1F: 3 clusters Score -1990961 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -1991374.875000 Penalty: 4665.859863 Iteration 2F: 3 clusters Score -1991375 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -1991734.000000 Penalty: 4665.859863 Iteration 3F: 3 clusters Score -1991734 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -1992115.000000 Penalty: 4665.859863 Iteration 4F: 3 clusters Score -1992115 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -1992522.625000 Penalty: 4665.859863 Iteration 5F: 3 clusters Score -1992523 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -1992901.500000 Penalty: 4665.859863 Iteration 6F: 3 clusters Score -1992902 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -1993317.875000 Penalty: 4665.859863 Iteration 7F: 3 clusters Score -1993318 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 9267 members Entering Unmasked Estep Score: -1993703.375000 Penalty: 4665.859863 Iteration 8Q: 3 clusters Score -1993703 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 9655 members Entering Unmasked Estep Score: -1994066.375000 Penalty: 4665.859863 Iteration 9Q: 3 clusters Score -1994066 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -1994360.125000 Penalty: 4665.859863 Iteration 10Q: 3 clusters Score -1994360 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 10179 members Entering Unmasked Estep Score: -1994589.500000 Penalty: 4665.859863 Iteration 11Q: 3 clusters Score -1994590 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 10332 members Entering Unmasked Estep Score: -1994790.750000 Penalty: 4665.859863 Iteration 12Q: 3 clusters Score -1994791 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -1995007.250000 Penalty: 4665.859863 Iteration 13Q: 3 clusters Score -1995007 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -1995303.125000 Penalty: 4665.859863 Iteration 14Q: 3 clusters Score -1995303 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 10487 members Entering Unmasked Estep Score: -1995645.500000 Penalty: 4665.859863 Iteration 15Q: 3 clusters Score -1995646 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 10440 members Entering Unmasked Estep Score: -1995917.500000 Penalty: 4665.859863 Iteration 16Q: 3 clusters Score -1995918 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -1996138.125000 Penalty: 4665.859863 Iteration 17Q: 3 clusters Score -1996138 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 10373 members Entering Unmasked Estep Score: -1996242.500000 Penalty: 4665.859863 Iteration 18Q: 3 clusters Score -1996242 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -1996295.250000 Penalty: 4665.859863 Iteration 19Q: 3 clusters Score -1996295 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 10295 members Entering Unmasked Estep Score: -1996328.625000 Penalty: 4665.859863 Iteration 20F: 3 clusters Score -1996329 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -1996341.375000 Penalty: 4665.859863 Iteration 21Q: 3 clusters Score -1996341 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 10220 members Entering Unmasked Estep Score: -1996363.375000 Penalty: 4665.859863 Iteration 22Q: 3 clusters Score -1996363 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 10198 members Entering Unmasked Estep Score: -1996370.000000 Penalty: 4665.859863 Iteration 23Q: 3 clusters Score -1996370 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -1996368.750000 Penalty: 4665.859863 Iteration 24Q: 3 clusters Score -1996369 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 10181 members Entering Unmasked Estep Score: -1996371.125000 Penalty: 4665.859863 Iteration 25Q: 3 clusters Score -1996371 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -1996369.125000 Penalty: 4665.859863 Iteration 26Q: 3 clusters Score -1996369 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -1996369.750000 Penalty: 4665.859863 Iteration 27Q: 3 clusters Score -1996370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -1996370.250000 Penalty: 4665.859863 Iteration 28Q: 3 clusters Score -1996370 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 10173 members Entering Unmasked Estep Score: -1996369.875000 Penalty: 4665.859863 Iteration 29Q: 3 clusters Score -1996370 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -1996373.250000 Penalty: 4665.859863 Iteration 30Q: 3 clusters Score -1996373 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 10166 members Entering Unmasked Estep Score: -1996372.875000 Penalty: 4665.859863 Iteration 31Q: 3 clusters Score -1996373 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -1996375.625000 Penalty: 4665.859863 Iteration 32Q: 3 clusters Score -1996376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -1996377.375000 Penalty: 4665.859863 Iteration 33Q: 3 clusters Score -1996377 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -1996377.375000 Penalty: 4665.859863 Iteration 34F: 3 clusters Score -1996377 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (19601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19601 members Entering Unmasked Estep Score: -3264106.750000 Penalty: 2451.067383 Iteration 0F: 2 clusters Score -3264107 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 9834 members Entering Unmasked Estep Score: -3250219.500000 Penalty: 4902.134766 Iteration 0F: 3 clusters Score -3250220 nChanged 8630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -3254762.500000 Penalty: 4902.134766 Iteration 1F: 3 clusters Score -3254762 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -3255115.500000 Penalty: 4902.134766 Iteration 2F: 3 clusters Score -3255116 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 10297 members Entering Unmasked Estep Score: -3255361.750000 Penalty: 4902.134766 Iteration 3Q: 3 clusters Score -3255362 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9092 members Mstep: Class 2 contains 10509 members Entering Unmasked Estep Score: -3255559.500000 Penalty: 4902.134766 Iteration 4Q: 3 clusters Score -3255560 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -3255739.500000 Penalty: 4902.134766 Iteration 5Q: 3 clusters Score -3255740 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -3255969.000000 Penalty: 4902.134766 Iteration 6Q: 3 clusters Score -3255969 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 11625 members Entering Unmasked Estep Score: -3256217.750000 Penalty: 4902.134766 Iteration 7Q: 3 clusters Score -3256218 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 12208 members Entering Unmasked Estep Score: -3256502.250000 Penalty: 4902.134766 Iteration 8Q: 3 clusters Score -3256502 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -3256865.250000 Penalty: 4902.134766 Iteration 9Q: 3 clusters Score -3256865 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 13813 members Entering Unmasked Estep Score: -3257403.250000 Penalty: 4902.134766 Iteration 10Q: 3 clusters Score -3257403 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 14876 members Entering Unmasked Estep Score: -3258106.500000 Penalty: 4902.134766 Iteration 11F: 3 clusters Score -3258106 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 16048 members Entering Unmasked Estep Score: -3258987.500000 Penalty: 4902.134766 Iteration 12F: 3 clusters Score -3258988 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 17130 members Entering Unmasked Estep Score: -3259865.750000 Penalty: 4902.134766 Iteration 13F: 3 clusters Score -3259866 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 18022 members Entering Unmasked Estep Score: -3260663.250000 Penalty: 4902.134766 Iteration 14Q: 3 clusters Score -3260663 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 18631 members Entering Unmasked Estep Score: -3261205.250000 Penalty: 4902.134766 Iteration 15Q: 3 clusters Score -3261205 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 18985 members Entering Unmasked Estep Score: -3261524.000000 Penalty: 4902.134766 Iteration 16Q: 3 clusters Score -3261524 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 19160 members Entering Unmasked Estep Score: -3261706.500000 Penalty: 4902.134766 Iteration 17Q: 3 clusters Score -3261706 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 19250 members Entering Unmasked Estep Score: -3261795.750000 Penalty: 4902.134766 Iteration 18Q: 3 clusters Score -3261796 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 19293 members Entering Unmasked Estep Score: -3261855.500000 Penalty: 4902.134766 Iteration 19Q: 3 clusters Score -3261856 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 19324 members Entering Unmasked Estep Score: -3261899.250000 Penalty: 4902.134766 Iteration 20F: 3 clusters Score -3261899 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 19339 members Entering Unmasked Estep Score: -3261924.000000 Penalty: 4902.134766 Iteration 21Q: 3 clusters Score -3261924 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 19356 members Entering Unmasked Estep Score: -3261939.500000 Penalty: 4902.134766 Iteration 22Q: 3 clusters Score -3261940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 19365 members Entering Unmasked Estep Score: -3261945.500000 Penalty: 4902.134766 Iteration 23Q: 3 clusters Score -3261946 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 19365 members Entering Unmasked Estep Score: -3261945.500000 Penalty: 4902.134766 Iteration 24F: 3 clusters Score -3261946 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Entering Unmasked Estep Score: -54100.332031 Penalty: 1469.215454 Iteration 0F: 2 clusters Score -54100.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -52765.429688 Penalty: 2938.430908 Iteration 0F: 3 clusters Score -52765.43 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -52961.699219 Penalty: 2938.430908 Iteration 1F: 3 clusters Score -52961.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -53046.550781 Penalty: 2938.430908 Iteration 2F: 3 clusters Score -53046.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -53085.726562 Penalty: 2938.430908 Iteration 3Q: 3 clusters Score -53085.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -53090.582031 Penalty: 2938.430908 Iteration 4Q: 3 clusters Score -53090.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -53094.847656 Penalty: 2938.430908 Iteration 5Q: 3 clusters Score -53094.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -53100.582031 Penalty: 2938.430908 Iteration 6Q: 3 clusters Score -53100.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -53109.683594 Penalty: 2938.430908 Iteration 7Q: 3 clusters Score -53109.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -53123.460938 Penalty: 2938.430908 Iteration 8Q: 3 clusters Score -53123.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -53128.605469 Penalty: 2938.430908 Iteration 9Q: 3 clusters Score -53128.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -53130.882812 Penalty: 2938.430908 Iteration 10Q: 3 clusters Score -53130.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -53130.882812 Penalty: 2938.430908 Iteration 11F: 3 clusters Score -53130.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Entering Unmasked Estep Score: -47955.031250 Penalty: 1464.529663 Iteration 0F: 2 clusters Score -47955.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -46735.648438 Penalty: 2929.059326 Iteration 0F: 3 clusters Score -46735.65 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -47080.902344 Penalty: 2929.059326 Iteration 1F: 3 clusters Score -47080.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -47547.203125 Penalty: 2929.059326 Iteration 2F: 3 clusters Score -47547.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -47780.664062 Penalty: 2929.059326 Iteration 3F: 3 clusters Score -47780.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -47888.535156 Penalty: 2929.059326 Iteration 4Q: 3 clusters Score -47888.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -47895.296875 Penalty: 2929.059326 Iteration 5Q: 3 clusters Score -47895.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -47899.089844 Penalty: 2929.059326 Iteration 6Q: 3 clusters Score -47899.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -47907.207031 Penalty: 2929.059326 Iteration 7Q: 3 clusters Score -47907.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -47907.207031 Penalty: 2929.059326 Iteration 8F: 3 clusters Score -47907.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -72812.781250 Penalty: 1550.949585 Iteration 0F: 2 clusters Score -72812.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -71328.843750 Penalty: 3101.899170 Iteration 0F: 3 clusters Score -71328.84 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -71546.875000 Penalty: 3101.899170 Iteration 1F: 3 clusters Score -71546.88 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -71602.335938 Penalty: 3101.899170 Iteration 2Q: 3 clusters Score -71602.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -71642.171875 Penalty: 3101.899170 Iteration 3Q: 3 clusters Score -71642.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -71674.460938 Penalty: 3101.899170 Iteration 4Q: 3 clusters Score -71674.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -71695.914062 Penalty: 3101.899170 Iteration 5Q: 3 clusters Score -71695.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -71705.093750 Penalty: 3101.899170 Iteration 6Q: 3 clusters Score -71705.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -71712.179688 Penalty: 3101.899170 Iteration 7Q: 3 clusters Score -71712.18 nChanged 5 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: -71723.578125 Penalty: 3101.899170 Iteration 8Q: 3 clusters Score -71723.58 nChanged 4 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: -71735.906250 Penalty: 3101.899170 Iteration 9Q: 3 clusters Score -71735.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -71761.195312 Penalty: 3101.899170 Iteration 10Q: 3 clusters Score -71761.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -71777.843750 Penalty: 3101.899170 Iteration 11Q: 3 clusters Score -71777.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -71786.578125 Penalty: 3101.899170 Iteration 12Q: 3 clusters Score -71786.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -71797.828125 Penalty: 3101.899170 Iteration 13Q: 3 clusters Score -71797.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -71844.507812 Penalty: 3101.899170 Iteration 14Q: 3 clusters Score -71844.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -71875.437500 Penalty: 3101.899170 Iteration 15Q: 3 clusters Score -71875.44 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -71902.718750 Penalty: 3101.899170 Iteration 16Q: 3 clusters Score -71902.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -71928.390625 Penalty: 3101.899170 Iteration 17Q: 3 clusters Score -71928.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -71946.015625 Penalty: 3101.899170 Iteration 18Q: 3 clusters Score -71946.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -71954.601562 Penalty: 3101.899170 Iteration 19Q: 3 clusters Score -71954.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -71963.476562 Penalty: 3101.899170 Iteration 20F: 3 clusters Score -71963.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -71968.476562 Penalty: 3101.899170 Iteration 21Q: 3 clusters Score -71968.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -71970.156250 Penalty: 3101.899170 Iteration 22Q: 3 clusters Score -71970.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -71971.789062 Penalty: 3101.899170 Iteration 23Q: 3 clusters Score -71971.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -71986.835938 Penalty: 3101.899170 Iteration 24Q: 3 clusters Score -71986.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72009.171875 Penalty: 3101.899170 Iteration 25Q: 3 clusters Score -72009.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -72024.617188 Penalty: 3101.899170 Iteration 26Q: 3 clusters Score -72024.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72059.601562 Penalty: 3101.899170 Iteration 27Q: 3 clusters Score -72059.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72067.664062 Penalty: 3101.899170 Iteration 28Q: 3 clusters Score -72067.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -72074.539062 Penalty: 3101.899170 Iteration 29Q: 3 clusters Score -72074.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72083.398438 Penalty: 3101.899170 Iteration 30Q: 3 clusters Score -72083.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -72090.945312 Penalty: 3101.899170 Iteration 31Q: 3 clusters Score -72090.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -72109.062500 Penalty: 3101.899170 Iteration 32Q: 3 clusters Score -72109.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -72140.390625 Penalty: 3101.899170 Iteration 33Q: 3 clusters Score -72140.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -72188.820312 Penalty: 3101.899170 Iteration 34Q: 3 clusters Score -72188.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -72227.070312 Penalty: 3101.899170 Iteration 35Q: 3 clusters Score -72227.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -72284.820312 Penalty: 3101.899170 Iteration 36Q: 3 clusters Score -72284.82 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -72364.171875 Penalty: 3101.899170 Iteration 37Q: 3 clusters Score -72364.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -72421.062500 Penalty: 3101.899170 Iteration 38Q: 3 clusters Score -72421.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -72471.554688 Penalty: 3101.899170 Iteration 39Q: 3 clusters Score -72471.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -72602.703125 Penalty: 3101.899170 Iteration 40F: 3 clusters Score -72602.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -72636.054688 Penalty: 3101.899170 Iteration 41Q: 3 clusters Score -72636.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -72647.492188 Penalty: 3101.899170 Iteration 42Q: 3 clusters Score -72647.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -72647.492188 Penalty: 3101.899170 Iteration 43F: 3 clusters Score -72647.49 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -787437.062500 Penalty: 2110.021729 Iteration 0F: 2 clusters Score -787437.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -782949.562500 Penalty: 4220.043457 Iteration 0F: 3 clusters Score -782949.6 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -784010.625000 Penalty: 4220.043457 Iteration 1F: 3 clusters Score -784010.6 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -784242.687500 Penalty: 4220.043457 Iteration 2F: 3 clusters Score -784242.7 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -784379.750000 Penalty: 4220.043457 Iteration 3Q: 3 clusters Score -784379.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -784479.437500 Penalty: 4220.043457 Iteration 4Q: 3 clusters Score -784479.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -784547.375000 Penalty: 4220.043457 Iteration 5Q: 3 clusters Score -784547.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -784619.000000 Penalty: 4220.043457 Iteration 6Q: 3 clusters Score -784619 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -784696.625000 Penalty: 4220.043457 Iteration 7Q: 3 clusters Score -784696.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -784790.062500 Penalty: 4220.043457 Iteration 8Q: 3 clusters Score -784790.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -784887.562500 Penalty: 4220.043457 Iteration 9Q: 3 clusters Score -784887.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -784970.812500 Penalty: 4220.043457 Iteration 10Q: 3 clusters Score -784970.8 nChanged 126 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: -785060.750000 Penalty: 4220.043457 Iteration 11Q: 3 clusters Score -785060.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -785139.000000 Penalty: 4220.043457 Iteration 12Q: 3 clusters Score -785139 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -785200.125000 Penalty: 4220.043457 Iteration 13Q: 3 clusters Score -785200.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -785245.812500 Penalty: 4220.043457 Iteration 14Q: 3 clusters Score -785245.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -785288.500000 Penalty: 4220.043457 Iteration 15Q: 3 clusters Score -785288.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -785327.875000 Penalty: 4220.043457 Iteration 16Q: 3 clusters Score -785327.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -785372.312500 Penalty: 4220.043457 Iteration 17Q: 3 clusters Score -785372.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -785408.437500 Penalty: 4220.043457 Iteration 18Q: 3 clusters Score -785408.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -785436.250000 Penalty: 4220.043457 Iteration 19Q: 3 clusters Score -785436.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -785464.125000 Penalty: 4220.043457 Iteration 20F: 3 clusters Score -785464.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -785482.625000 Penalty: 4220.043457 Iteration 21Q: 3 clusters Score -785482.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -785502.625000 Penalty: 4220.043457 Iteration 22Q: 3 clusters Score -785502.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -785510.812500 Penalty: 4220.043457 Iteration 23Q: 3 clusters Score -785510.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -785518.375000 Penalty: 4220.043457 Iteration 24Q: 3 clusters Score -785518.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -785521.500000 Penalty: 4220.043457 Iteration 25Q: 3 clusters Score -785521.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -785526.250000 Penalty: 4220.043457 Iteration 26Q: 3 clusters Score -785526.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -785529.875000 Penalty: 4220.043457 Iteration 27Q: 3 clusters Score -785529.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -785530.500000 Penalty: 4220.043457 Iteration 28Q: 3 clusters Score -785530.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -785534.062500 Penalty: 4220.043457 Iteration 29Q: 3 clusters Score -785534.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -785534.562500 Penalty: 4220.043457 Iteration 30Q: 3 clusters Score -785534.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -785536.187500 Penalty: 4220.043457 Iteration 31Q: 3 clusters Score -785536.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -785538.187500 Penalty: 4220.043457 Iteration 32Q: 3 clusters Score -785538.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -785536.812500 Penalty: 4220.043457 Iteration 33Q: 3 clusters Score -785536.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -785539.125000 Penalty: 4220.043457 Iteration 34Q: 3 clusters Score -785539.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -785542.937500 Penalty: 4220.043457 Iteration 35Q: 3 clusters Score -785542.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -785544.375000 Penalty: 4220.043457 Iteration 36Q: 3 clusters Score -785544.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -785543.375000 Penalty: 4220.043457 Iteration 37Q: 3 clusters Score -785543.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -785547.875000 Penalty: 4220.043457 Iteration 38Q: 3 clusters Score -785547.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -785546.687500 Penalty: 4220.043457 Iteration 39Q: 3 clusters Score -785546.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -785550.937500 Penalty: 4220.043457 Iteration 40F: 3 clusters Score -785550.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -785554.937500 Penalty: 4220.043457 Iteration 41Q: 3 clusters Score -785554.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -785555.250000 Penalty: 4220.043457 Iteration 42Q: 3 clusters Score -785555.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -785557.375000 Penalty: 4220.043457 Iteration 43Q: 3 clusters Score -785557.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -785558.250000 Penalty: 4220.043457 Iteration 44Q: 3 clusters Score -785558.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -785559.375000 Penalty: 4220.043457 Iteration 45Q: 3 clusters Score -785559.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -785559.375000 Penalty: 4220.043457 Iteration 46Q: 3 clusters Score -785559.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -785559.125000 Penalty: 4220.043457 Iteration 47Q: 3 clusters Score -785559.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -785560.812500 Penalty: 4220.043457 Iteration 48Q: 3 clusters Score -785560.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -785561.250000 Penalty: 4220.043457 Iteration 49Q: 3 clusters Score -785561.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -785561.250000 Penalty: 4220.043457 Iteration 50F: 3 clusters Score -785561.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Entering Unmasked Estep Score: -171964.687500 Penalty: 1763.250122 Iteration 0F: 2 clusters Score -171964.7 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 610 members Entering Unmasked Estep Score: -170024.515625 Penalty: 3526.500244 Iteration 0F: 3 clusters Score -170024.5 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -171007.984375 Penalty: 3526.500244 Iteration 1F: 3 clusters Score -171008 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -171677.093750 Penalty: 3526.500244 Iteration 2F: 3 clusters Score -171677.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -172328.125000 Penalty: 3526.500244 Iteration 3F: 3 clusters Score -172328.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -172648.703125 Penalty: 3526.500244 Iteration 4F: 3 clusters Score -172648.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -172792.187500 Penalty: 3526.500244 Iteration 5Q: 3 clusters Score -172792.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -172899.203125 Penalty: 3526.500244 Iteration 6Q: 3 clusters Score -172899.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -172941.968750 Penalty: 3526.500244 Iteration 7Q: 3 clusters Score -172942 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -172954.312500 Penalty: 3526.500244 Iteration 8Q: 3 clusters Score -172954.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -172970.843750 Penalty: 3526.500244 Iteration 9Q: 3 clusters Score -172970.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -172980.343750 Penalty: 3526.500244 Iteration 10Q: 3 clusters Score -172980.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -172986.812500 Penalty: 3526.500244 Iteration 11Q: 3 clusters Score -172986.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -172992.750000 Penalty: 3526.500244 Iteration 12Q: 3 clusters Score -172992.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -172995.109375 Penalty: 3526.500244 Iteration 13Q: 3 clusters Score -172995.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -172997.562500 Penalty: 3526.500244 Iteration 14Q: 3 clusters Score -172997.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -172997.562500 Penalty: 3526.500244 Iteration 15F: 3 clusters Score -172997.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 765 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 459 members Mstep: Class 11 contains 67817 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7108 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17092 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5351 members Entering Unmasked Estep Score: -22362488.000000 Penalty: 46985.851562 Splitting cluster 9 changes total score from -22362638.000000 to -22362488.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (67817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67817 members Entering Unmasked Estep Score: -11096938.000000 Penalty: 2758.892822 Iteration 0F: 2 clusters Score -1.109694e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33952 members Mstep: Class 2 contains 33865 members Entering Unmasked Estep Score: -11052789.000000 Penalty: 5517.785645 Iteration 0F: 3 clusters Score -1.105279e+07 nChanged 31682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34088 members Mstep: Class 2 contains 33729 members Entering Unmasked Estep Score: -11070411.000000 Penalty: 5517.785645 Iteration 1F: 3 clusters Score -1.107041e+07 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34333 members Mstep: Class 2 contains 33484 members Entering Unmasked Estep Score: -11071162.000000 Penalty: 5517.785645 Iteration 2Q: 3 clusters Score -1.107116e+07 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34743 members Mstep: Class 2 contains 33074 members Entering Unmasked Estep Score: -11071907.000000 Penalty: 5517.785645 Iteration 3Q: 3 clusters Score -1.107191e+07 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35341 members Mstep: Class 2 contains 32476 members Entering Unmasked Estep Score: -11072866.000000 Penalty: 5517.785645 Iteration 4Q: 3 clusters Score -1.107287e+07 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36313 members Mstep: Class 2 contains 31504 members Entering Unmasked Estep Score: -11074086.000000 Penalty: 5517.785645 Iteration 5Q: 3 clusters Score -1.107409e+07 nChanged 3247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37726 members Mstep: Class 2 contains 30091 members Entering Unmasked Estep Score: -11075729.000000 Penalty: 5517.785645 Iteration 6Q: 3 clusters Score -1.107573e+07 nChanged 3662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39582 members Mstep: Class 2 contains 28235 members Entering Unmasked Estep Score: -11077862.000000 Penalty: 5517.785645 Iteration 7F: 3 clusters Score -1.107786e+07 nChanged 3822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41562 members Mstep: Class 2 contains 26255 members Entering Unmasked Estep Score: -11080158.000000 Penalty: 5517.785645 Iteration 8F: 3 clusters Score -1.108016e+07 nChanged 3720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43452 members Mstep: Class 2 contains 24365 members Entering Unmasked Estep Score: -11082419.000000 Penalty: 5517.785645 Iteration 9F: 3 clusters Score -1.108242e+07 nChanged 3550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45136 members Mstep: Class 2 contains 22681 members Entering Unmasked Estep Score: -11084450.000000 Penalty: 5517.785645 Iteration 10F: 3 clusters Score -1.108445e+07 nChanged 2844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46522 members Mstep: Class 2 contains 21295 members Entering Unmasked Estep Score: -11085870.000000 Penalty: 5517.785645 Iteration 11Q: 3 clusters Score -1.108587e+07 nChanged 2202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47658 members Mstep: Class 2 contains 20159 members Entering Unmasked Estep Score: -11086701.000000 Penalty: 5517.785645 Iteration 12Q: 3 clusters Score -1.10867e+07 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48642 members Mstep: Class 2 contains 19175 members Entering Unmasked Estep Score: -11087262.000000 Penalty: 5517.785645 Iteration 13Q: 3 clusters Score -1.108726e+07 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49648 members Mstep: Class 2 contains 18169 members Entering Unmasked Estep Score: -11087725.000000 Penalty: 5517.785645 Iteration 14Q: 3 clusters Score -1.108772e+07 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50616 members Mstep: Class 2 contains 17201 members Entering Unmasked Estep Score: -11088109.000000 Penalty: 5517.785645 Iteration 15Q: 3 clusters Score -1.108811e+07 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51582 members Mstep: Class 2 contains 16235 members Entering Unmasked Estep Score: -11088350.000000 Penalty: 5517.785645 Iteration 16Q: 3 clusters Score -1.108835e+07 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52563 members Mstep: Class 2 contains 15254 members Entering Unmasked Estep Score: -11088695.000000 Penalty: 5517.785645 Iteration 17Q: 3 clusters Score -1.10887e+07 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53529 members Mstep: Class 2 contains 14288 members Entering Unmasked Estep Score: -11088980.000000 Penalty: 5517.785645 Iteration 18Q: 3 clusters Score -1.108898e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54453 members Mstep: Class 2 contains 13364 members Entering Unmasked Estep Score: -11089332.000000 Penalty: 5517.785645 Iteration 19Q: 3 clusters Score -1.108933e+07 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55472 members Mstep: Class 2 contains 12345 members Entering Unmasked Estep Score: -11089663.000000 Penalty: 5517.785645 Iteration 20F: 3 clusters Score -1.108966e+07 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56433 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -11089945.000000 Penalty: 5517.785645 Iteration 21Q: 3 clusters Score -1.108994e+07 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57440 members Mstep: Class 2 contains 10377 members Entering Unmasked Estep Score: -11090343.000000 Penalty: 5517.785645 Iteration 22Q: 3 clusters Score -1.109034e+07 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58433 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -11090688.000000 Penalty: 5517.785645 Iteration 23Q: 3 clusters Score -1.109069e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59374 members Mstep: Class 2 contains 8443 members Entering Unmasked Estep Score: -11091041.000000 Penalty: 5517.785645 Iteration 24Q: 3 clusters Score -1.109104e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60300 members Mstep: Class 2 contains 7517 members Entering Unmasked Estep Score: -11091316.000000 Penalty: 5517.785645 Iteration 25Q: 3 clusters Score -1.109132e+07 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61122 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -11091566.000000 Penalty: 5517.785645 Iteration 26Q: 3 clusters Score -1.109157e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61843 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -11091911.000000 Penalty: 5517.785645 Iteration 27Q: 3 clusters Score -1.109191e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62553 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -11092187.000000 Penalty: 5517.785645 Iteration 28Q: 3 clusters Score -1.109219e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63193 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -11092474.000000 Penalty: 5517.785645 Iteration 29Q: 3 clusters Score -1.109247e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63759 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -11092815.000000 Penalty: 5517.785645 Iteration 30Q: 3 clusters Score -1.109282e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64248 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -11093047.000000 Penalty: 5517.785645 Iteration 31Q: 3 clusters Score -1.109305e+07 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64694 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -11093225.000000 Penalty: 5517.785645 Iteration 32Q: 3 clusters Score -1.109322e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65078 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -11093407.000000 Penalty: 5517.785645 Iteration 33Q: 3 clusters Score -1.109341e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65409 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -11093587.000000 Penalty: 5517.785645 Iteration 34Q: 3 clusters Score -1.109359e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65690 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -11093781.000000 Penalty: 5517.785645 Iteration 35Q: 3 clusters Score -1.109378e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65944 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -11093976.000000 Penalty: 5517.785645 Iteration 36Q: 3 clusters Score -1.109398e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66163 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -11094072.000000 Penalty: 5517.785645 Iteration 37Q: 3 clusters Score -1.109407e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66332 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -11094151.000000 Penalty: 5517.785645 Iteration 38Q: 3 clusters Score -1.109415e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66463 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -11094266.000000 Penalty: 5517.785645 Iteration 39Q: 3 clusters Score -1.109427e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66581 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -11094316.000000 Penalty: 5517.785645 Iteration 40F: 3 clusters Score -1.109432e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66675 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -11094377.000000 Penalty: 5517.785645 Iteration 41Q: 3 clusters Score -1.109438e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66751 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -11094424.000000 Penalty: 5517.785645 Iteration 42Q: 3 clusters Score -1.109442e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66810 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -11094449.000000 Penalty: 5517.785645 Iteration 43Q: 3 clusters Score -1.109445e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66852 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -11094469.000000 Penalty: 5517.785645 Iteration 44Q: 3 clusters Score -1.109447e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66902 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -11094493.000000 Penalty: 5517.785645 Iteration 45Q: 3 clusters Score -1.109449e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66930 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -11094506.000000 Penalty: 5517.785645 Iteration 46Q: 3 clusters Score -1.109451e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66957 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -11094511.000000 Penalty: 5517.785645 Iteration 47Q: 3 clusters Score -1.109451e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66975 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -11094537.000000 Penalty: 5517.785645 Iteration 48Q: 3 clusters Score -1.109454e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66999 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -11094535.000000 Penalty: 5517.785645 Iteration 49Q: 3 clusters Score -1.109454e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67022 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -11094552.000000 Penalty: 5517.785645 Iteration 50Q: 3 clusters Score -1.109455e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67044 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -11094561.000000 Penalty: 5517.785645 Iteration 51Q: 3 clusters Score -1.109456e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67063 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -11094566.000000 Penalty: 5517.785645 Iteration 52Q: 3 clusters Score -1.109457e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67076 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -11094577.000000 Penalty: 5517.785645 Iteration 53Q: 3 clusters Score -1.109458e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67088 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -11094577.000000 Penalty: 5517.785645 Iteration 54Q: 3 clusters Score -1.109458e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67096 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -11094584.000000 Penalty: 5517.785645 Iteration 55Q: 3 clusters Score -1.109458e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67097 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -11094580.000000 Penalty: 5517.785645 Iteration 56Q: 3 clusters Score -1.109458e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67099 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -11094583.000000 Penalty: 5517.785645 Iteration 57Q: 3 clusters Score -1.109458e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67101 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -11094573.000000 Penalty: 5517.785645 Iteration 58Q: 3 clusters Score -1.109457e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67103 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -11094578.000000 Penalty: 5517.785645 Iteration 59Q: 3 clusters Score -1.109458e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67104 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -11094585.000000 Penalty: 5517.785645 Iteration 60F: 3 clusters Score -1.109458e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67107 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -11094582.000000 Penalty: 5517.785645 Iteration 61Q: 3 clusters Score -1.109458e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67111 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -11094590.000000 Penalty: 5517.785645 Iteration 62Q: 3 clusters Score -1.109459e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67115 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -11094590.000000 Penalty: 5517.785645 Iteration 63Q: 3 clusters Score -1.109459e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67117 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -11094593.000000 Penalty: 5517.785645 Iteration 64Q: 3 clusters Score -1.109459e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67121 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -11094590.000000 Penalty: 5517.785645 Iteration 65Q: 3 clusters Score -1.109459e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67125 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -11094599.000000 Penalty: 5517.785645 Iteration 66Q: 3 clusters Score -1.10946e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67129 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -11094601.000000 Penalty: 5517.785645 Iteration 67Q: 3 clusters Score -1.10946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67132 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -11094604.000000 Penalty: 5517.785645 Iteration 68Q: 3 clusters Score -1.10946e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67134 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -11094594.000000 Penalty: 5517.785645 Iteration 69Q: 3 clusters Score -1.109459e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67137 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -11094587.000000 Penalty: 5517.785645 Iteration 70Q: 3 clusters Score -1.109459e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67139 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -11094599.000000 Penalty: 5517.785645 Iteration 71Q: 3 clusters Score -1.10946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67142 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -11094596.000000 Penalty: 5517.785645 Iteration 72Q: 3 clusters Score -1.10946e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67142 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -11094595.000000 Penalty: 5517.785645 Iteration 73Q: 3 clusters Score -1.10946e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67142 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -11094597.000000 Penalty: 5517.785645 Iteration 74Q: 3 clusters Score -1.10946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67145 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -11094598.000000 Penalty: 5517.785645 Iteration 75Q: 3 clusters Score -1.10946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67146 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -11094599.000000 Penalty: 5517.785645 Iteration 76Q: 3 clusters Score -1.10946e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67146 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -11094599.000000 Penalty: 5517.785645 Iteration 77F: 3 clusters Score -1.10946e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -184080.109375 Penalty: 1756.888184 Iteration 0F: 2 clusters Score -184080.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -181998.328125 Penalty: 3513.776367 Iteration 0F: 3 clusters Score -181998.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -182366.187500 Penalty: 3513.776367 Iteration 1F: 3 clusters Score -182366.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -182477.390625 Penalty: 3513.776367 Iteration 2F: 3 clusters Score -182477.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -182569.718750 Penalty: 3513.776367 Iteration 3Q: 3 clusters Score -182569.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -182647.000000 Penalty: 3513.776367 Iteration 4Q: 3 clusters Score -182647 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -182719.562500 Penalty: 3513.776367 Iteration 5Q: 3 clusters Score -182719.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -182780.968750 Penalty: 3513.776367 Iteration 6Q: 3 clusters Score -182781 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -182845.593750 Penalty: 3513.776367 Iteration 7Q: 3 clusters Score -182845.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -182881.531250 Penalty: 3513.776367 Iteration 8Q: 3 clusters Score -182881.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -182928.421875 Penalty: 3513.776367 Iteration 9Q: 3 clusters Score -182928.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -182970.125000 Penalty: 3513.776367 Iteration 10Q: 3 clusters Score -182970.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -183005.484375 Penalty: 3513.776367 Iteration 11Q: 3 clusters Score -183005.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -183035.031250 Penalty: 3513.776367 Iteration 12Q: 3 clusters Score -183035 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -183057.296875 Penalty: 3513.776367 Iteration 13Q: 3 clusters Score -183057.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -183087.593750 Penalty: 3513.776367 Iteration 14Q: 3 clusters Score -183087.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -183104.468750 Penalty: 3513.776367 Iteration 15Q: 3 clusters Score -183104.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -183118.531250 Penalty: 3513.776367 Iteration 16Q: 3 clusters Score -183118.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -183126.765625 Penalty: 3513.776367 Iteration 17Q: 3 clusters Score -183126.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -183131.421875 Penalty: 3513.776367 Iteration 18Q: 3 clusters Score -183131.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -183132.375000 Penalty: 3513.776367 Iteration 19Q: 3 clusters Score -183132.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -183135.921875 Penalty: 3513.776367 Iteration 20F: 3 clusters Score -183135.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -183138.218750 Penalty: 3513.776367 Iteration 21Q: 3 clusters Score -183138.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -183138.218750 Penalty: 3513.776367 Iteration 22F: 3 clusters Score -183138.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Entering Unmasked Estep Score: -1168907.875000 Penalty: 2199.506104 Iteration 0F: 2 clusters Score -1168908 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -1163078.250000 Penalty: 4399.012207 Iteration 0F: 3 clusters Score -1163078 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -1164785.250000 Penalty: 4399.012207 Iteration 1F: 3 clusters Score -1164785 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1165310.125000 Penalty: 4399.012207 Iteration 2F: 3 clusters Score -1165310 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -1165773.250000 Penalty: 4399.012207 Iteration 3F: 3 clusters Score -1165773 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -1166286.125000 Penalty: 4399.012207 Iteration 4F: 3 clusters Score -1166286 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1166808.375000 Penalty: 4399.012207 Iteration 5F: 3 clusters Score -1166808 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1167187.875000 Penalty: 4399.012207 Iteration 6F: 3 clusters Score -1167188 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1167521.750000 Penalty: 4399.012207 Iteration 7F: 3 clusters Score -1167522 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -1167762.750000 Penalty: 4399.012207 Iteration 8Q: 3 clusters Score -1167763 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1167968.750000 Penalty: 4399.012207 Iteration 9Q: 3 clusters Score -1167969 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1168115.875000 Penalty: 4399.012207 Iteration 10Q: 3 clusters Score -1168116 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -1168249.625000 Penalty: 4399.012207 Iteration 11Q: 3 clusters Score -1168250 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -1168363.000000 Penalty: 4399.012207 Iteration 12Q: 3 clusters Score -1168363 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -1168465.125000 Penalty: 4399.012207 Iteration 13Q: 3 clusters Score -1168465 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -1168556.875000 Penalty: 4399.012207 Iteration 14Q: 3 clusters Score -1168557 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1168649.625000 Penalty: 4399.012207 Iteration 15Q: 3 clusters Score -1168650 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -1168749.875000 Penalty: 4399.012207 Iteration 16Q: 3 clusters Score -1168750 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -1168831.125000 Penalty: 4399.012207 Iteration 17Q: 3 clusters Score -1168831 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -1168909.625000 Penalty: 4399.012207 Iteration 18Q: 3 clusters Score -1168910 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -1168972.750000 Penalty: 4399.012207 Iteration 19Q: 3 clusters Score -1168973 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1169022.625000 Penalty: 4399.012207 Iteration 20F: 3 clusters Score -1169023 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -1169065.250000 Penalty: 4399.012207 Iteration 21Q: 3 clusters Score -1169065 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1169099.875000 Penalty: 4399.012207 Iteration 22Q: 3 clusters Score -1169100 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1169129.750000 Penalty: 4399.012207 Iteration 23Q: 3 clusters Score -1169130 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1169153.125000 Penalty: 4399.012207 Iteration 24Q: 3 clusters Score -1169153 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1169166.750000 Penalty: 4399.012207 Iteration 25Q: 3 clusters Score -1169167 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -1169179.250000 Penalty: 4399.012207 Iteration 26Q: 3 clusters Score -1169179 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5787 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -1169187.000000 Penalty: 4399.012207 Iteration 27Q: 3 clusters Score -1169187 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1169196.125000 Penalty: 4399.012207 Iteration 28Q: 3 clusters Score -1169196 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1169198.125000 Penalty: 4399.012207 Iteration 29Q: 3 clusters Score -1169198 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1169205.875000 Penalty: 4399.012207 Iteration 30Q: 3 clusters Score -1169206 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1169211.000000 Penalty: 4399.012207 Iteration 31Q: 3 clusters Score -1169211 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -1169218.500000 Penalty: 4399.012207 Iteration 32Q: 3 clusters Score -1169218 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1169231.500000 Penalty: 4399.012207 Iteration 33Q: 3 clusters Score -1169232 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -1169242.625000 Penalty: 4399.012207 Iteration 34Q: 3 clusters Score -1169243 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -1169251.500000 Penalty: 4399.012207 Iteration 35Q: 3 clusters Score -1169252 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -1169262.875000 Penalty: 4399.012207 Iteration 36Q: 3 clusters Score -1169263 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -1169270.750000 Penalty: 4399.012207 Iteration 37Q: 3 clusters Score -1169271 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -1169274.000000 Penalty: 4399.012207 Iteration 38Q: 3 clusters Score -1169274 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1169277.125000 Penalty: 4399.012207 Iteration 39Q: 3 clusters Score -1169277 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5990 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -1169278.000000 Penalty: 4399.012207 Iteration 40F: 3 clusters Score -1169278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1169277.500000 Penalty: 4399.012207 Iteration 41Q: 3 clusters Score -1169278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -1169277.500000 Penalty: 4399.012207 Iteration 42F: 3 clusters Score -1169278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 1115 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67817 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 5993 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17092 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5351 members Entering Unmasked Estep Score: -22362316.000000 Penalty: 46985.851562 Splitting cluster 13 changes total score from -22362638.000000 to -22362316.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (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: -71102.242188 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -71102.24 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 250 members Entering Unmasked Estep Score: -69651.242188 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -69651.24 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -70014.171875 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -70014.17 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -70317.429688 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -70317.43 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -70593.796875 Penalty: 3070.396484 Iteration 3F: 3 clusters Score -70593.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -70872.054688 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -70872.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -70993.062500 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -70993.06 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -71032.945312 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -71032.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -71045.171875 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -71045.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -71054.312500 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -71054.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -71060.007812 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -71060.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -71062.062500 Penalty: 3070.396484 Iteration 10F: 3 clusters Score -71062.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -71102.281250 Penalty: 3070.396484 Iteration 11Q: 3 clusters Score -71102.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -71102.281250 Penalty: 3070.396484 Iteration 12F: 3 clusters Score -71102.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 336 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67817 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7108 members Mstep: Class 14 contains 152 members Mstep: Class 15 contains 17092 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5351 members Entering Unmasked Estep Score: -22361238.000000 Penalty: 46985.851562 Splitting cluster 14 changes total score from -22362638.000000 to -22361238.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (17092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17092 members Entering Unmasked Estep Score: -2767198.750000 Penalty: 2417.098633 Iteration 0F: 2 clusters Score -2767199 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 8557 members Entering Unmasked Estep Score: -2754937.750000 Penalty: 4834.197266 Iteration 0F: 3 clusters Score -2754938 nChanged 7466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8391 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -2758845.750000 Penalty: 4834.197266 Iteration 1F: 3 clusters Score -2758846 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -2759233.250000 Penalty: 4834.197266 Iteration 2F: 3 clusters Score -2759233 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -2759559.000000 Penalty: 4834.197266 Iteration 3Q: 3 clusters Score -2759559 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -2759807.750000 Penalty: 4834.197266 Iteration 4Q: 3 clusters Score -2759808 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 9454 members Entering Unmasked Estep Score: -2760063.000000 Penalty: 4834.197266 Iteration 5Q: 3 clusters Score -2760063 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -2760325.250000 Penalty: 4834.197266 Iteration 6Q: 3 clusters Score -2760325 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -2760607.250000 Penalty: 4834.197266 Iteration 7Q: 3 clusters Score -2760607 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -2760921.000000 Penalty: 4834.197266 Iteration 8Q: 3 clusters Score -2760921 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 10916 members Entering Unmasked Estep Score: -2761239.250000 Penalty: 4834.197266 Iteration 9Q: 3 clusters Score -2761239 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 11419 members Entering Unmasked Estep Score: -2761586.750000 Penalty: 4834.197266 Iteration 10Q: 3 clusters Score -2761587 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 11932 members Entering Unmasked Estep Score: -2761934.750000 Penalty: 4834.197266 Iteration 11Q: 3 clusters Score -2761935 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 12461 members Entering Unmasked Estep Score: -2762306.000000 Penalty: 4834.197266 Iteration 12Q: 3 clusters Score -2762306 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 13011 members Entering Unmasked Estep Score: -2762694.250000 Penalty: 4834.197266 Iteration 13Q: 3 clusters Score -2762694 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 13512 members Entering Unmasked Estep Score: -2763043.250000 Penalty: 4834.197266 Iteration 14Q: 3 clusters Score -2763043 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 13997 members Entering Unmasked Estep Score: -2763358.250000 Penalty: 4834.197266 Iteration 15Q: 3 clusters Score -2763358 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 14430 members Entering Unmasked Estep Score: -2763621.750000 Penalty: 4834.197266 Iteration 16Q: 3 clusters Score -2763622 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 14815 members Entering Unmasked Estep Score: -2763842.500000 Penalty: 4834.197266 Iteration 17Q: 3 clusters Score -2763842 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 15151 members Entering Unmasked Estep Score: -2764045.500000 Penalty: 4834.197266 Iteration 18Q: 3 clusters Score -2764046 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 15459 members Entering Unmasked Estep Score: -2764228.500000 Penalty: 4834.197266 Iteration 19Q: 3 clusters Score -2764228 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 15724 members Entering Unmasked Estep Score: -2764416.250000 Penalty: 4834.197266 Iteration 20F: 3 clusters Score -2764416 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 15965 members Entering Unmasked Estep Score: -2764587.250000 Penalty: 4834.197266 Iteration 21Q: 3 clusters Score -2764587 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 16150 members Entering Unmasked Estep Score: -2764708.750000 Penalty: 4834.197266 Iteration 22Q: 3 clusters Score -2764709 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 16287 members Entering Unmasked Estep Score: -2764805.250000 Penalty: 4834.197266 Iteration 23Q: 3 clusters Score -2764805 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 16401 members Entering Unmasked Estep Score: -2764891.500000 Penalty: 4834.197266 Iteration 24Q: 3 clusters Score -2764892 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 16486 members Entering Unmasked Estep Score: -2764965.500000 Penalty: 4834.197266 Iteration 25Q: 3 clusters Score -2764966 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 16552 members Entering Unmasked Estep Score: -2765012.000000 Penalty: 4834.197266 Iteration 26Q: 3 clusters Score -2765012 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 16589 members Entering Unmasked Estep Score: -2765036.250000 Penalty: 4834.197266 Iteration 27Q: 3 clusters Score -2765036 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 16609 members Entering Unmasked Estep Score: -2765049.250000 Penalty: 4834.197266 Iteration 28Q: 3 clusters Score -2765049 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 16627 members Entering Unmasked Estep Score: -2765068.750000 Penalty: 4834.197266 Iteration 29Q: 3 clusters Score -2765069 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 16642 members Entering Unmasked Estep Score: -2765086.000000 Penalty: 4834.197266 Iteration 30Q: 3 clusters Score -2765086 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 16651 members Entering Unmasked Estep Score: -2765091.250000 Penalty: 4834.197266 Iteration 31Q: 3 clusters Score -2765091 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 16656 members Entering Unmasked Estep Score: -2765096.000000 Penalty: 4834.197266 Iteration 32Q: 3 clusters Score -2765096 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 16660 members Entering Unmasked Estep Score: -2765096.250000 Penalty: 4834.197266 Iteration 33Q: 3 clusters Score -2765096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 16661 members Entering Unmasked Estep Score: -2765101.750000 Penalty: 4834.197266 Iteration 34Q: 3 clusters Score -2765102 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -2765106.000000 Penalty: 4834.197266 Iteration 35Q: 3 clusters Score -2765106 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 16669 members Entering Unmasked Estep Score: -2765116.000000 Penalty: 4834.197266 Iteration 36Q: 3 clusters Score -2765116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 16677 members Entering Unmasked Estep Score: -2765117.750000 Penalty: 4834.197266 Iteration 37Q: 3 clusters Score -2765118 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 16681 members Entering Unmasked Estep Score: -2765118.250000 Penalty: 4834.197266 Iteration 38Q: 3 clusters Score -2765118 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 16684 members Entering Unmasked Estep Score: -2765120.250000 Penalty: 4834.197266 Iteration 39Q: 3 clusters Score -2765120 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 16684 members Entering Unmasked Estep Score: -2765122.250000 Penalty: 4834.197266 Iteration 40F: 3 clusters Score -2765122 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 16686 members Entering Unmasked Estep Score: -2765123.250000 Penalty: 4834.197266 Iteration 41Q: 3 clusters Score -2765123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 16687 members Entering Unmasked Estep Score: -2765125.250000 Penalty: 4834.197266 Iteration 42Q: 3 clusters Score -2765125 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 16687 members Entering Unmasked Estep Score: -2765125.250000 Penalty: 4834.197266 Iteration 43F: 3 clusters Score -2765125 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -51227.535156 Penalty: 1472.509033 Iteration 0F: 2 clusters Score -51227.54 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: -49910.449219 Penalty: 2945.018066 Iteration 0F: 3 clusters Score -49910.45 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -50109.464844 Penalty: 2945.018066 Iteration 1F: 3 clusters Score -50109.46 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -50241.031250 Penalty: 2945.018066 Iteration 2F: 3 clusters Score -50241.03 nChanged 23 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: -50339.613281 Penalty: 2945.018066 Iteration 3F: 3 clusters Score -50339.61 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -50482.019531 Penalty: 2945.018066 Iteration 4F: 3 clusters Score -50482.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -50560.027344 Penalty: 2945.018066 Iteration 5Q: 3 clusters Score -50560.03 nChanged 14 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: -50654.281250 Penalty: 2945.018066 Iteration 6Q: 3 clusters Score -50654.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -50749.460938 Penalty: 2945.018066 Iteration 7Q: 3 clusters Score -50749.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -50867.363281 Penalty: 2945.018066 Iteration 8Q: 3 clusters Score -50867.36 nChanged 9 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: -51010.375000 Penalty: 2945.018066 Iteration 9Q: 3 clusters Score -51010.38 nChanged 6 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: -51074.605469 Penalty: 2945.018066 Iteration 10Q: 3 clusters Score -51074.61 nChanged 4 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: -51133.046875 Penalty: 2945.018066 Iteration 11Q: 3 clusters Score -51133.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -51142.250000 Penalty: 2945.018066 Iteration 12Q: 3 clusters Score -51142.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -51142.250000 Penalty: 2945.018066 Iteration 13F: 3 clusters Score -51142.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -13414.129883 Penalty: 1244.285400 Iteration 0F: 2 clusters Score -13414.13 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 76 members Entering Unmasked Estep Score: -12641.773438 Penalty: 2488.570801 Iteration 0F: 3 clusters Score -12641.77 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -12808.333008 Penalty: 2488.570801 Iteration 1F: 3 clusters Score -12808.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -12836.698242 Penalty: 2488.570801 Iteration 2Q: 3 clusters Score -12836.7 nChanged 1 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: -12841.669922 Penalty: 2488.570801 Iteration 3Q: 3 clusters Score -12841.67 nChanged 0 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: -12841.669922 Penalty: 2488.570801 Iteration 4F: 3 clusters Score -12841.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Entering Unmasked Estep Score: -862273.500000 Penalty: 2129.089600 Iteration 0F: 2 clusters Score -862273.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -857506.312500 Penalty: 4258.179199 Iteration 0F: 3 clusters Score -857506.3 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -858639.937500 Penalty: 4258.179199 Iteration 1F: 3 clusters Score -858639.9 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -858909.562500 Penalty: 4258.179199 Iteration 2F: 3 clusters Score -858909.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -859088.625000 Penalty: 4258.179199 Iteration 3F: 3 clusters Score -859088.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -859221.312500 Penalty: 4258.179199 Iteration 4Q: 3 clusters Score -859221.3 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -859334.500000 Penalty: 4258.179199 Iteration 5Q: 3 clusters Score -859334.5 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -859433.250000 Penalty: 4258.179199 Iteration 6Q: 3 clusters Score -859433.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -859508.625000 Penalty: 4258.179199 Iteration 7Q: 3 clusters Score -859508.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -859571.750000 Penalty: 4258.179199 Iteration 8Q: 3 clusters Score -859571.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -859639.000000 Penalty: 4258.179199 Iteration 9Q: 3 clusters Score -859639 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -859707.937500 Penalty: 4258.179199 Iteration 10Q: 3 clusters Score -859707.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -859777.625000 Penalty: 4258.179199 Iteration 11Q: 3 clusters Score -859777.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -859846.375000 Penalty: 4258.179199 Iteration 12Q: 3 clusters Score -859846.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -859911.812500 Penalty: 4258.179199 Iteration 13Q: 3 clusters Score -859911.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -859991.125000 Penalty: 4258.179199 Iteration 14Q: 3 clusters Score -859991.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -860066.250000 Penalty: 4258.179199 Iteration 15Q: 3 clusters Score -860066.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -860145.312500 Penalty: 4258.179199 Iteration 16Q: 3 clusters Score -860145.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -860228.312500 Penalty: 4258.179199 Iteration 17Q: 3 clusters Score -860228.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -860306.750000 Penalty: 4258.179199 Iteration 18Q: 3 clusters Score -860306.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -860360.875000 Penalty: 4258.179199 Iteration 19Q: 3 clusters Score -860360.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -860393.000000 Penalty: 4258.179199 Iteration 20F: 3 clusters Score -860393 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -860426.125000 Penalty: 4258.179199 Iteration 21Q: 3 clusters Score -860426.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -860452.000000 Penalty: 4258.179199 Iteration 22Q: 3 clusters Score -860452 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -860471.250000 Penalty: 4258.179199 Iteration 23Q: 3 clusters Score -860471.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -860495.875000 Penalty: 4258.179199 Iteration 24Q: 3 clusters Score -860495.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -860519.312500 Penalty: 4258.179199 Iteration 25Q: 3 clusters Score -860519.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -860547.562500 Penalty: 4258.179199 Iteration 26Q: 3 clusters Score -860547.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -860574.437500 Penalty: 4258.179199 Iteration 27Q: 3 clusters Score -860574.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -860599.687500 Penalty: 4258.179199 Iteration 28Q: 3 clusters Score -860599.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -860616.500000 Penalty: 4258.179199 Iteration 29Q: 3 clusters Score -860616.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -860631.062500 Penalty: 4258.179199 Iteration 30Q: 3 clusters Score -860631.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -860642.187500 Penalty: 4258.179199 Iteration 31Q: 3 clusters Score -860642.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -860651.875000 Penalty: 4258.179199 Iteration 32Q: 3 clusters Score -860651.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -860656.375000 Penalty: 4258.179199 Iteration 33Q: 3 clusters Score -860656.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -860657.812500 Penalty: 4258.179199 Iteration 34Q: 3 clusters Score -860657.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -860658.125000 Penalty: 4258.179199 Iteration 35Q: 3 clusters Score -860658.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -860660.562500 Penalty: 4258.179199 Iteration 36Q: 3 clusters Score -860660.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -860658.750000 Penalty: 4258.179199 Iteration 37Q: 3 clusters Score -860658.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -860659.562500 Penalty: 4258.179199 Iteration 38Q: 3 clusters Score -860659.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -860660.812500 Penalty: 4258.179199 Iteration 39Q: 3 clusters Score -860660.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -860660.812500 Penalty: 4258.179199 Iteration 40F: 3 clusters Score -860660.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4955 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67817 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7108 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17092 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5351 members Entering Unmasked Estep ConsiderDeletion Score: -22362640.000000 Penalty: 44049.234375 Iteration 79Q: 16 clusters Score -2.236264e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 63 members Mstep: Class 1 contains 12172 members Mstep: Class 2 contains 19601 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4954 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67821 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17095 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 151 members Mstep: Class 19 contains 5345 members Entering Unmasked Estep ConsiderDeletion Score: -22363318.000000 Penalty: 44049.234375 Iteration 80F: 16 clusters Score -2.236332e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 19602 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4953 members Mstep: Class 9 contains 1224 members Mstep: Class 11 contains 67822 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17096 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 163 members Mstep: Class 19 contains 5341 members Entering Unmasked Estep ConsiderDeletion Score: -22363550.000000 Penalty: 44049.234375 Iteration 81Q: 16 clusters Score -2.236355e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 19603 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4952 members Mstep: Class 9 contains 1225 members Mstep: Class 11 contains 67822 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17097 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 161 members Mstep: Class 19 contains 5338 members Entering Unmasked Estep ConsiderDeletion Score: -22363584.000000 Penalty: 44049.234375 Iteration 82Q: 16 clusters Score -2.236358e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12179 members Mstep: Class 2 contains 19603 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4950 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67820 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5336 members Entering Unmasked Estep ConsiderDeletion Score: -22363610.000000 Penalty: 44049.234375 Iteration 83Q: 16 clusters Score -2.236361e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12183 members Mstep: Class 2 contains 19603 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4950 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67819 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5333 members Entering Unmasked Estep ConsiderDeletion Score: -22363608.000000 Penalty: 44049.234375 Iteration 84Q: 16 clusters Score -2.236361e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12185 members Mstep: Class 2 contains 19603 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4951 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67822 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5327 members Entering Unmasked Estep ConsiderDeletion Score: -22363602.000000 Penalty: 44049.234375 Iteration 85Q: 16 clusters Score -2.23636e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4951 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67821 members Mstep: Class 12 contains 1193 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5325 members Entering Unmasked Estep ConsiderDeletion Score: -22363602.000000 Penalty: 44049.234375 Iteration 86Q: 16 clusters Score -2.23636e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4951 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67822 members Mstep: Class 12 contains 1192 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5324 members Entering Unmasked Estep ConsiderDeletion Score: -22363590.000000 Penalty: 44049.234375 Iteration 87Q: 16 clusters Score -2.236359e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4951 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67821 members Mstep: Class 12 contains 1191 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5324 members Entering Unmasked Estep ConsiderDeletion Score: -22363586.000000 Penalty: 44049.234375 Iteration 88Q: 16 clusters Score -2.236359e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4951 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67823 members Mstep: Class 12 contains 1190 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5323 members Entering Unmasked Estep ConsiderDeletion Score: -22363606.000000 Penalty: 44049.234375 Iteration 89Q: 16 clusters Score -2.236361e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 368 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4951 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67826 members Mstep: Class 12 contains 1188 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5322 members Entering Unmasked Estep ConsiderDeletion Score: -22363594.000000 Penalty: 44049.234375 Iteration 90Q: 16 clusters Score -2.236359e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 368 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4950 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67830 members Mstep: Class 12 contains 1187 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5320 members Entering Unmasked Estep ConsiderDeletion Score: -22363610.000000 Penalty: 44049.234375 Iteration 91Q: 16 clusters Score -2.236361e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 368 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4949 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67836 members Mstep: Class 12 contains 1185 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5316 members Entering Unmasked Estep ConsiderDeletion Score: -22363604.000000 Penalty: 44049.234375 Iteration 92Q: 16 clusters Score -2.23636e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 368 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4950 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67848 members Mstep: Class 12 contains 1183 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5305 members Entering Unmasked Estep ConsiderDeletion Score: -22363626.000000 Penalty: 44049.234375 Iteration 93Q: 16 clusters Score -2.236363e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 368 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4951 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67854 members Mstep: Class 12 contains 1181 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5300 members Entering Unmasked Estep ConsiderDeletion Score: -22363604.000000 Penalty: 44049.234375 Iteration 94Q: 16 clusters Score -2.23636e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 368 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4950 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67860 members Mstep: Class 12 contains 1181 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17101 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5294 members Entering Unmasked Estep ConsiderDeletion Score: -22363594.000000 Penalty: 44049.234375 Iteration 95Q: 16 clusters Score -2.236359e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4950 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67864 members Mstep: Class 12 contains 1180 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17102 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5291 members Entering Unmasked Estep ConsiderDeletion Score: -22363606.000000 Penalty: 44049.234375 Iteration 96Q: 16 clusters Score -2.236361e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4949 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67868 members Mstep: Class 12 contains 1178 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17102 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5290 members Entering Unmasked Estep ConsiderDeletion Score: -22363592.000000 Penalty: 44049.234375 Iteration 97Q: 16 clusters Score -2.236359e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4948 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67872 members Mstep: Class 12 contains 1173 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17102 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5292 members Entering Unmasked Estep ConsiderDeletion Score: -22363610.000000 Penalty: 44049.234375 Iteration 98Q: 16 clusters Score -2.236361e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 19604 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4949 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67880 members Mstep: Class 12 contains 1172 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17102 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5285 members Entering Unmasked Estep ConsiderDeletion Score: -22363602.000000 Penalty: 44049.234375 Iteration 99Q: 16 clusters Score -2.23636e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 19605 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4948 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67884 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17104 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5280 members Entering Unmasked Estep ConsiderDeletion Score: -22363608.000000 Penalty: 44049.234375 Iteration 100F: 16 clusters Score -2.236361e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 19606 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4945 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67890 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7111 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17108 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5271 members Entering Unmasked Estep ConsiderDeletion Score: -22363602.000000 Penalty: 44049.234375 Iteration 101Q: 16 clusters Score -2.23636e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 19608 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4942 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67894 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7111 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17111 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5265 members Entering Unmasked Estep ConsiderDeletion Score: -22363612.000000 Penalty: 44049.234375 Iteration 102Q: 16 clusters Score -2.236361e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12189 members Mstep: Class 2 contains 19611 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4940 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67896 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7112 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17113 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5258 members Entering Unmasked Estep ConsiderDeletion Score: -22363628.000000 Penalty: 44049.234375 Iteration 103Q: 16 clusters Score -2.236363e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 19613 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4939 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67896 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7113 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17115 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5253 members Entering Unmasked Estep ConsiderDeletion Score: -22363646.000000 Penalty: 44049.234375 Iteration 104Q: 16 clusters Score -2.236365e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 19614 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4937 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67898 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17117 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5248 members Entering Unmasked Estep ConsiderDeletion Score: -22363646.000000 Penalty: 44049.234375 Iteration 105Q: 16 clusters Score -2.236365e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12193 members Mstep: Class 2 contains 19614 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4935 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67897 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7115 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17120 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5245 members Entering Unmasked Estep ConsiderDeletion Score: -22363670.000000 Penalty: 44049.234375 Iteration 106Q: 16 clusters Score -2.236367e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12194 members Mstep: Class 2 contains 19615 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4934 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67896 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7118 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17120 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5242 members Entering Unmasked Estep ConsiderDeletion Score: -22363656.000000 Penalty: 44049.234375 Iteration 107Q: 16 clusters Score -2.236366e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 19615 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4930 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67892 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7119 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17124 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5238 members Entering Unmasked Estep ConsiderDeletion Score: -22363638.000000 Penalty: 44049.234375 Iteration 108Q: 16 clusters Score -2.236364e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12201 members Mstep: Class 2 contains 19615 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4929 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67893 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7120 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17125 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5236 members Entering Unmasked Estep ConsiderDeletion Score: -22363646.000000 Penalty: 44049.234375 Iteration 109Q: 16 clusters Score -2.236365e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 19615 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4929 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67891 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7122 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17126 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5236 members Entering Unmasked Estep ConsiderDeletion Score: -22363646.000000 Penalty: 44049.234375 Iteration 110Q: 16 clusters Score -2.236365e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 19615 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 7 contains 4929 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67891 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7122 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17126 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5236 members Entering Unmasked Estep ConsiderDeletion Score: -22363646.000000 Penalty: 44049.234375 Iteration 111F: 16 clusters Score -2.236365e+07 nChanged 0 Entering ConstructFrom: Score: -22363646.000000 Penalty: 44049.234375 Entering ConstructFrom: Trying to split cluster 1 (12200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12200 members Entering Unmasked Estep Score: -2001556.250000 Penalty: 2333.479492 Iteration 0F: 2 clusters Score -2001556 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -1992516.625000 Penalty: 4666.958984 Iteration 0F: 3 clusters Score -1992517 nChanged 5056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6471 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -1995265.500000 Penalty: 4666.958984 Iteration 1F: 3 clusters Score -1995266 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -1995660.875000 Penalty: 4666.958984 Iteration 2F: 3 clusters Score -1995661 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -1995995.750000 Penalty: 4666.958984 Iteration 3F: 3 clusters Score -1995996 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -1996298.000000 Penalty: 4666.958984 Iteration 4Q: 3 clusters Score -1996298 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -1996636.500000 Penalty: 4666.958984 Iteration 5Q: 3 clusters Score -1996636 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -1997047.625000 Penalty: 4666.958984 Iteration 6Q: 3 clusters Score -1997048 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -1997495.375000 Penalty: 4666.958984 Iteration 7F: 3 clusters Score -1997495 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -1997895.500000 Penalty: 4666.958984 Iteration 8Q: 3 clusters Score -1997896 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -1998220.875000 Penalty: 4666.958984 Iteration 9Q: 3 clusters Score -1998221 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9442 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1998481.000000 Penalty: 4666.958984 Iteration 10Q: 3 clusters Score -1998481 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -1998679.500000 Penalty: 4666.958984 Iteration 11Q: 3 clusters Score -1998680 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9935 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -1998864.875000 Penalty: 4666.958984 Iteration 12Q: 3 clusters Score -1998865 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10152 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -1999006.500000 Penalty: 4666.958984 Iteration 13Q: 3 clusters Score -1999006 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1999148.875000 Penalty: 4666.958984 Iteration 14Q: 3 clusters Score -1999149 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10535 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1999261.625000 Penalty: 4666.958984 Iteration 15Q: 3 clusters Score -1999262 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -1999339.375000 Penalty: 4666.958984 Iteration 16Q: 3 clusters Score -1999339 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -1999421.125000 Penalty: 4666.958984 Iteration 17Q: 3 clusters Score -1999421 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10947 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1999480.875000 Penalty: 4666.958984 Iteration 18Q: 3 clusters Score -1999481 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11040 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1999534.250000 Penalty: 4666.958984 Iteration 19Q: 3 clusters Score -1999534 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11110 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -1999570.500000 Penalty: 4666.958984 Iteration 20F: 3 clusters Score -1999570 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11175 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1999601.000000 Penalty: 4666.958984 Iteration 21Q: 3 clusters Score -1999601 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11215 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1999620.250000 Penalty: 4666.958984 Iteration 22Q: 3 clusters Score -1999620 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -1999640.625000 Penalty: 4666.958984 Iteration 23Q: 3 clusters Score -1999641 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11278 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -1999662.000000 Penalty: 4666.958984 Iteration 24Q: 3 clusters Score -1999662 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -1999679.875000 Penalty: 4666.958984 Iteration 25Q: 3 clusters Score -1999680 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11344 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1999692.875000 Penalty: 4666.958984 Iteration 26Q: 3 clusters Score -1999693 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11374 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1999702.625000 Penalty: 4666.958984 Iteration 27Q: 3 clusters Score -1999703 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1999705.625000 Penalty: 4666.958984 Iteration 28Q: 3 clusters Score -1999706 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11407 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1999713.750000 Penalty: 4666.958984 Iteration 29Q: 3 clusters Score -1999714 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -1999725.375000 Penalty: 4666.958984 Iteration 30Q: 3 clusters Score -1999725 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1999732.000000 Penalty: 4666.958984 Iteration 31Q: 3 clusters Score -1999732 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11451 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -1999739.500000 Penalty: 4666.958984 Iteration 32Q: 3 clusters Score -1999740 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11463 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1999746.250000 Penalty: 4666.958984 Iteration 33Q: 3 clusters Score -1999746 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11475 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -1999756.375000 Penalty: 4666.958984 Iteration 34Q: 3 clusters Score -1999756 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -1999761.625000 Penalty: 4666.958984 Iteration 35Q: 3 clusters Score -1999762 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -1999768.750000 Penalty: 4666.958984 Iteration 36Q: 3 clusters Score -1999769 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11506 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -1999773.125000 Penalty: 4666.958984 Iteration 37Q: 3 clusters Score -1999773 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11515 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1999778.000000 Penalty: 4666.958984 Iteration 38Q: 3 clusters Score -1999778 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11526 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -1999785.125000 Penalty: 4666.958984 Iteration 39Q: 3 clusters Score -1999785 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -1999788.125000 Penalty: 4666.958984 Iteration 40F: 3 clusters Score -1999788 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11541 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1999791.125000 Penalty: 4666.958984 Iteration 41Q: 3 clusters Score -1999791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11547 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -1999793.500000 Penalty: 4666.958984 Iteration 42Q: 3 clusters Score -1999794 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -1999799.125000 Penalty: 4666.958984 Iteration 43Q: 3 clusters Score -1999799 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11561 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1999798.625000 Penalty: 4666.958984 Iteration 44Q: 3 clusters Score -1999799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11561 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1999798.750000 Penalty: 4666.958984 Iteration 45Q: 3 clusters Score -1999799 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1999798.000000 Penalty: 4666.958984 Iteration 46Q: 3 clusters Score -1999798 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -1999799.500000 Penalty: 4666.958984 Iteration 47Q: 3 clusters Score -1999800 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1999799.750000 Penalty: 4666.958984 Iteration 48Q: 3 clusters Score -1999800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -1999799.750000 Penalty: 4666.958984 Iteration 49F: 3 clusters Score -1999800 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (19615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19615 members Entering Unmasked Estep Score: -3266400.500000 Penalty: 2451.244141 Iteration 0F: 2 clusters Score -3266400 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9929 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -3252583.000000 Penalty: 4902.488281 Iteration 0F: 3 clusters Score -3252583 nChanged 8524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10695 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -3257187.750000 Penalty: 4902.488281 Iteration 1F: 3 clusters Score -3257188 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 8481 members Entering Unmasked Estep Score: -3257630.250000 Penalty: 4902.488281 Iteration 2F: 3 clusters Score -3257630 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -3258030.750000 Penalty: 4902.488281 Iteration 3Q: 3 clusters Score -3258031 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12471 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -3258495.250000 Penalty: 4902.488281 Iteration 4F: 3 clusters Score -3258495 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13420 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -3259129.500000 Penalty: 4902.488281 Iteration 5F: 3 clusters Score -3259130 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14594 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -3259997.000000 Penalty: 4902.488281 Iteration 6F: 3 clusters Score -3259997 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15902 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -3261125.750000 Penalty: 4902.488281 Iteration 7F: 3 clusters Score -3261126 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17110 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -3262241.250000 Penalty: 4902.488281 Iteration 8F: 3 clusters Score -3262241 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18059 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -3263118.250000 Penalty: 4902.488281 Iteration 9Q: 3 clusters Score -3263118 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18649 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -3263695.000000 Penalty: 4902.488281 Iteration 10Q: 3 clusters Score -3263695 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18992 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -3264033.500000 Penalty: 4902.488281 Iteration 11Q: 3 clusters Score -3264034 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19170 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -3264230.250000 Penalty: 4902.488281 Iteration 12Q: 3 clusters Score -3264230 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19256 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -3264316.250000 Penalty: 4902.488281 Iteration 13Q: 3 clusters Score -3264316 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19288 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -3264361.000000 Penalty: 4902.488281 Iteration 14Q: 3 clusters Score -3264361 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19309 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -3264390.750000 Penalty: 4902.488281 Iteration 15Q: 3 clusters Score -3264391 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19323 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -3264413.250000 Penalty: 4902.488281 Iteration 16Q: 3 clusters Score -3264413 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19336 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -3264434.250000 Penalty: 4902.488281 Iteration 17Q: 3 clusters Score -3264434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19337 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -3264441.500000 Penalty: 4902.488281 Iteration 18Q: 3 clusters Score -3264442 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19342 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -3264453.750000 Penalty: 4902.488281 Iteration 19Q: 3 clusters Score -3264454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19351 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -3264459.750000 Penalty: 4902.488281 Iteration 20F: 3 clusters Score -3264460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19351 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -3264464.250000 Penalty: 4902.488281 Iteration 21Q: 3 clusters Score -3264464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19351 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -3264465.750000 Penalty: 4902.488281 Iteration 22Q: 3 clusters Score -3264466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19352 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -3264468.250000 Penalty: 4902.488281 Iteration 23Q: 3 clusters Score -3264468 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19352 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -3264468.250000 Penalty: 4902.488281 Iteration 24F: 3 clusters Score -3264468 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Entering Unmasked Estep Score: -54212.882812 Penalty: 1469.877686 Iteration 0F: 2 clusters Score -54212.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -52866.269531 Penalty: 2939.755371 Iteration 0F: 3 clusters Score -52866.27 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -53083.105469 Penalty: 2939.755371 Iteration 1F: 3 clusters Score -53083.11 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -53262.109375 Penalty: 2939.755371 Iteration 2F: 3 clusters Score -53262.11 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -53348.976562 Penalty: 2939.755371 Iteration 3F: 3 clusters Score -53348.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -53370.343750 Penalty: 2939.755371 Iteration 4Q: 3 clusters Score -53370.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -53372.484375 Penalty: 2939.755371 Iteration 5Q: 3 clusters Score -53372.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -53375.234375 Penalty: 2939.755371 Iteration 6Q: 3 clusters Score -53375.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -53375.234375 Penalty: 2939.755371 Iteration 7F: 3 clusters Score -53375.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Entering Unmasked Estep Score: -47954.605469 Penalty: 1464.529663 Iteration 0F: 2 clusters Score -47954.61 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 182 members Entering Unmasked Estep Score: -46727.171875 Penalty: 2929.059326 Iteration 0F: 3 clusters Score -46727.17 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -46908.324219 Penalty: 2929.059326 Iteration 1F: 3 clusters Score -46908.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -46963.757812 Penalty: 2929.059326 Iteration 2F: 3 clusters Score -46963.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46981.687500 Penalty: 2929.059326 Iteration 3Q: 3 clusters Score -46981.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -46997.726562 Penalty: 2929.059326 Iteration 4Q: 3 clusters Score -46997.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -47014.894531 Penalty: 2929.059326 Iteration 5Q: 3 clusters Score -47014.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -47021.289062 Penalty: 2929.059326 Iteration 6Q: 3 clusters Score -47021.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -47032.675781 Penalty: 2929.059326 Iteration 7Q: 3 clusters Score -47032.68 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -47042.468750 Penalty: 2929.059326 Iteration 8Q: 3 clusters Score -47042.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -47044.976562 Penalty: 2929.059326 Iteration 9Q: 3 clusters Score -47044.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -47049.660156 Penalty: 2929.059326 Iteration 10Q: 3 clusters Score -47049.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -47053.257812 Penalty: 2929.059326 Iteration 11Q: 3 clusters Score -47053.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -47081.175781 Penalty: 2929.059326 Iteration 12Q: 3 clusters Score -47081.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -47121.003906 Penalty: 2929.059326 Iteration 13Q: 3 clusters Score -47121 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -47152.699219 Penalty: 2929.059326 Iteration 14Q: 3 clusters Score -47152.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -47177.031250 Penalty: 2929.059326 Iteration 15Q: 3 clusters Score -47177.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -47187.488281 Penalty: 2929.059326 Iteration 16Q: 3 clusters Score -47187.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -47193.046875 Penalty: 2929.059326 Iteration 17Q: 3 clusters Score -47193.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -47196.906250 Penalty: 2929.059326 Iteration 18Q: 3 clusters Score -47196.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -47197.625000 Penalty: 2929.059326 Iteration 19F: 3 clusters Score -47197.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -47248.328125 Penalty: 2929.059326 Iteration 20F: 3 clusters Score -47248.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -47326.023438 Penalty: 2929.059326 Iteration 21Q: 3 clusters Score -47326.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -47341.917969 Penalty: 2929.059326 Iteration 22Q: 3 clusters Score -47341.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -47346.031250 Penalty: 2929.059326 Iteration 23Q: 3 clusters Score -47346.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -47346.031250 Penalty: 2929.059326 Iteration 24F: 3 clusters Score -47346.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (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: -72812.781250 Penalty: 1550.949585 Iteration 0F: 2 clusters Score -72812.78 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 275 members Entering Unmasked Estep Score: -71307.976562 Penalty: 3101.899170 Iteration 0F: 3 clusters Score -71307.98 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -71524.242188 Penalty: 3101.899170 Iteration 1F: 3 clusters Score -71524.24 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -71610.625000 Penalty: 3101.899170 Iteration 2F: 3 clusters Score -71610.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -71650.562500 Penalty: 3101.899170 Iteration 3Q: 3 clusters Score -71650.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -71673.718750 Penalty: 3101.899170 Iteration 4Q: 3 clusters Score -71673.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -71685.445312 Penalty: 3101.899170 Iteration 5Q: 3 clusters Score -71685.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -71688.101562 Penalty: 3101.899170 Iteration 6Q: 3 clusters Score -71688.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -71688.101562 Penalty: 3101.899170 Iteration 7F: 3 clusters Score -71688.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4929 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Entering Unmasked Estep Score: -783217.375000 Penalty: 2108.717041 Iteration 0F: 2 clusters Score -783217.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -778755.000000 Penalty: 4217.434082 Iteration 0F: 3 clusters Score -778755 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -779776.312500 Penalty: 4217.434082 Iteration 1F: 3 clusters Score -779776.3 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -780011.437500 Penalty: 4217.434082 Iteration 2F: 3 clusters Score -780011.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -780176.812500 Penalty: 4217.434082 Iteration 3F: 3 clusters Score -780176.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -780276.062500 Penalty: 4217.434082 Iteration 4Q: 3 clusters Score -780276.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -780343.625000 Penalty: 4217.434082 Iteration 5Q: 3 clusters Score -780343.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -780396.437500 Penalty: 4217.434082 Iteration 6Q: 3 clusters Score -780396.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -780437.562500 Penalty: 4217.434082 Iteration 7Q: 3 clusters Score -780437.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -780470.562500 Penalty: 4217.434082 Iteration 8Q: 3 clusters Score -780470.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -780503.375000 Penalty: 4217.434082 Iteration 9Q: 3 clusters Score -780503.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -780528.750000 Penalty: 4217.434082 Iteration 10Q: 3 clusters Score -780528.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -780555.125000 Penalty: 4217.434082 Iteration 11Q: 3 clusters Score -780555.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -780587.812500 Penalty: 4217.434082 Iteration 12Q: 3 clusters Score -780587.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -780621.875000 Penalty: 4217.434082 Iteration 13Q: 3 clusters Score -780621.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -780643.312500 Penalty: 4217.434082 Iteration 14Q: 3 clusters Score -780643.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -780660.312500 Penalty: 4217.434082 Iteration 15Q: 3 clusters Score -780660.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -780685.562500 Penalty: 4217.434082 Iteration 16Q: 3 clusters Score -780685.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -780715.437500 Penalty: 4217.434082 Iteration 17Q: 3 clusters Score -780715.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -780747.812500 Penalty: 4217.434082 Iteration 18Q: 3 clusters Score -780747.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -780786.062500 Penalty: 4217.434082 Iteration 19Q: 3 clusters Score -780786.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -780820.625000 Penalty: 4217.434082 Iteration 20F: 3 clusters Score -780820.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -780860.562500 Penalty: 4217.434082 Iteration 21Q: 3 clusters Score -780860.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -780902.812500 Penalty: 4217.434082 Iteration 22Q: 3 clusters Score -780902.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -780940.562500 Penalty: 4217.434082 Iteration 23Q: 3 clusters Score -780940.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -780974.625000 Penalty: 4217.434082 Iteration 24Q: 3 clusters Score -780974.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -780997.187500 Penalty: 4217.434082 Iteration 25Q: 3 clusters Score -780997.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -781015.250000 Penalty: 4217.434082 Iteration 26Q: 3 clusters Score -781015.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -781032.687500 Penalty: 4217.434082 Iteration 27Q: 3 clusters Score -781032.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -781046.937500 Penalty: 4217.434082 Iteration 28Q: 3 clusters Score -781046.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -781062.812500 Penalty: 4217.434082 Iteration 29Q: 3 clusters Score -781062.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -781078.875000 Penalty: 4217.434082 Iteration 30Q: 3 clusters Score -781078.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -781092.187500 Penalty: 4217.434082 Iteration 31Q: 3 clusters Score -781092.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -781112.625000 Penalty: 4217.434082 Iteration 32Q: 3 clusters Score -781112.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -781131.187500 Penalty: 4217.434082 Iteration 33Q: 3 clusters Score -781131.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -781149.437500 Penalty: 4217.434082 Iteration 34Q: 3 clusters Score -781149.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -781165.125000 Penalty: 4217.434082 Iteration 35Q: 3 clusters Score -781165.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -781177.562500 Penalty: 4217.434082 Iteration 36Q: 3 clusters Score -781177.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -781192.312500 Penalty: 4217.434082 Iteration 37Q: 3 clusters Score -781192.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -781211.625000 Penalty: 4217.434082 Iteration 38Q: 3 clusters Score -781211.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -781224.312500 Penalty: 4217.434082 Iteration 39Q: 3 clusters Score -781224.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -781239.187500 Penalty: 4217.434082 Iteration 40F: 3 clusters Score -781239.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -781258.562500 Penalty: 4217.434082 Iteration 41Q: 3 clusters Score -781258.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -781277.937500 Penalty: 4217.434082 Iteration 42Q: 3 clusters Score -781277.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -781290.437500 Penalty: 4217.434082 Iteration 43Q: 3 clusters Score -781290.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -781302.250000 Penalty: 4217.434082 Iteration 44Q: 3 clusters Score -781302.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -781314.000000 Penalty: 4217.434082 Iteration 45Q: 3 clusters Score -781314 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -781325.437500 Penalty: 4217.434082 Iteration 46Q: 3 clusters Score -781325.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -781330.312500 Penalty: 4217.434082 Iteration 47Q: 3 clusters Score -781330.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -781340.500000 Penalty: 4217.434082 Iteration 48Q: 3 clusters Score -781340.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -781347.500000 Penalty: 4217.434082 Iteration 49Q: 3 clusters Score -781347.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -781354.062500 Penalty: 4217.434082 Iteration 50Q: 3 clusters Score -781354.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -781357.312500 Penalty: 4217.434082 Iteration 51Q: 3 clusters Score -781357.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -781358.812500 Penalty: 4217.434082 Iteration 52Q: 3 clusters Score -781358.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -781359.437500 Penalty: 4217.434082 Iteration 53Q: 3 clusters Score -781359.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -781359.437500 Penalty: 4217.434082 Iteration 54F: 3 clusters Score -781359.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -172176.296875 Penalty: 1763.655029 Iteration 0F: 2 clusters Score -172176.3 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 631 members Entering Unmasked Estep Score: -170209.109375 Penalty: 3527.310059 Iteration 0F: 3 clusters Score -170209.1 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -170975.578125 Penalty: 3527.310059 Iteration 1F: 3 clusters Score -170975.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -171453.156250 Penalty: 3527.310059 Iteration 2F: 3 clusters Score -171453.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -171767.250000 Penalty: 3527.310059 Iteration 3F: 3 clusters Score -171767.2 nChanged 71 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: -172037.953125 Penalty: 3527.310059 Iteration 4F: 3 clusters Score -172038 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -172311.781250 Penalty: 3527.310059 Iteration 5Q: 3 clusters Score -172311.8 nChanged 38 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: -172528.187500 Penalty: 3527.310059 Iteration 6Q: 3 clusters Score -172528.2 nChanged 29 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: -172676.234375 Penalty: 3527.310059 Iteration 7Q: 3 clusters Score -172676.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -172817.000000 Penalty: 3527.310059 Iteration 8Q: 3 clusters Score -172817 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -172925.015625 Penalty: 3527.310059 Iteration 9Q: 3 clusters Score -172925 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -173048.750000 Penalty: 3527.310059 Iteration 10Q: 3 clusters Score -173048.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -173123.265625 Penalty: 3527.310059 Iteration 11Q: 3 clusters Score -173123.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -173139.812500 Penalty: 3527.310059 Iteration 12Q: 3 clusters Score -173139.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -173172.109375 Penalty: 3527.310059 Iteration 13Q: 3 clusters Score -173172.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -173200.625000 Penalty: 3527.310059 Iteration 14Q: 3 clusters Score -173200.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -173219.453125 Penalty: 3527.310059 Iteration 15Q: 3 clusters Score -173219.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -173249.078125 Penalty: 3527.310059 Iteration 16Q: 3 clusters Score -173249.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -173274.468750 Penalty: 3527.310059 Iteration 17Q: 3 clusters Score -173274.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -173287.984375 Penalty: 3527.310059 Iteration 18Q: 3 clusters Score -173288 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -173298.687500 Penalty: 3527.310059 Iteration 19Q: 3 clusters Score -173298.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -173298.687500 Penalty: 3527.310059 Iteration 20F: 3 clusters Score -173298.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 19615 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 747 members Mstep: Class 7 contains 4929 members Mstep: Class 9 contains 479 members Mstep: Class 11 contains 67891 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 7122 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17126 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5236 members Entering Unmasked Estep Score: -22363566.000000 Penalty: 46985.851562 Splitting cluster 9 changes total score from -22363646.000000 to -22363566.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (67891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67891 members Entering Unmasked Estep Score: -11108713.000000 Penalty: 2759.163330 Iteration 0F: 2 clusters Score -1.110871e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33955 members Mstep: Class 2 contains 33936 members Entering Unmasked Estep Score: -11064534.000000 Penalty: 5518.326660 Iteration 0F: 3 clusters Score -1.106453e+07 nChanged 31731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34036 members Mstep: Class 2 contains 33855 members Entering Unmasked Estep Score: -11082525.000000 Penalty: 5518.326660 Iteration 1F: 3 clusters Score -1.108252e+07 nChanged 2673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34213 members Mstep: Class 2 contains 33678 members Entering Unmasked Estep Score: -11083286.000000 Penalty: 5518.326660 Iteration 2Q: 3 clusters Score -1.108329e+07 nChanged 2738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34583 members Mstep: Class 2 contains 33308 members Entering Unmasked Estep Score: -11084198.000000 Penalty: 5518.326660 Iteration 3Q: 3 clusters Score -1.10842e+07 nChanged 2845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35082 members Mstep: Class 2 contains 32809 members Entering Unmasked Estep Score: -11085349.000000 Penalty: 5518.326660 Iteration 4Q: 3 clusters Score -1.108535e+07 nChanged 3044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35776 members Mstep: Class 2 contains 32115 members Entering Unmasked Estep Score: -11086412.000000 Penalty: 5518.326660 Iteration 5Q: 3 clusters Score -1.108641e+07 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36651 members Mstep: Class 2 contains 31240 members Entering Unmasked Estep Score: -11087870.000000 Penalty: 5518.326660 Iteration 6Q: 3 clusters Score -1.108787e+07 nChanged 3372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37707 members Mstep: Class 2 contains 30184 members Entering Unmasked Estep Score: -11089581.000000 Penalty: 5518.326660 Iteration 7Q: 3 clusters Score -1.108958e+07 nChanged 3534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38817 members Mstep: Class 2 contains 29074 members Entering Unmasked Estep Score: -11091724.000000 Penalty: 5518.326660 Iteration 8F: 3 clusters Score -1.109172e+07 nChanged 3520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39889 members Mstep: Class 2 contains 28002 members Entering Unmasked Estep Score: -11093947.000000 Penalty: 5518.326660 Iteration 9F: 3 clusters Score -1.109395e+07 nChanged 3388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40789 members Mstep: Class 2 contains 27102 members Entering Unmasked Estep Score: -11095971.000000 Penalty: 5518.326660 Iteration 10Q: 3 clusters Score -1.109597e+07 nChanged 2858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41623 members Mstep: Class 2 contains 26268 members Entering Unmasked Estep Score: -11097519.000000 Penalty: 5518.326660 Iteration 11Q: 3 clusters Score -1.109752e+07 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42325 members Mstep: Class 2 contains 25566 members Entering Unmasked Estep Score: -11098177.000000 Penalty: 5518.326660 Iteration 12Q: 3 clusters Score -1.109818e+07 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43015 members Mstep: Class 2 contains 24876 members Entering Unmasked Estep Score: -11098661.000000 Penalty: 5518.326660 Iteration 13Q: 3 clusters Score -1.109866e+07 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43707 members Mstep: Class 2 contains 24184 members Entering Unmasked Estep Score: -11098883.000000 Penalty: 5518.326660 Iteration 14Q: 3 clusters Score -1.109888e+07 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44447 members Mstep: Class 2 contains 23444 members Entering Unmasked Estep Score: -11099188.000000 Penalty: 5518.326660 Iteration 15Q: 3 clusters Score -1.109919e+07 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45231 members Mstep: Class 2 contains 22660 members Entering Unmasked Estep Score: -11099438.000000 Penalty: 5518.326660 Iteration 16Q: 3 clusters Score -1.109944e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45999 members Mstep: Class 2 contains 21892 members Entering Unmasked Estep Score: -11099635.000000 Penalty: 5518.326660 Iteration 17Q: 3 clusters Score -1.109964e+07 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46819 members Mstep: Class 2 contains 21072 members Entering Unmasked Estep Score: -11099814.000000 Penalty: 5518.326660 Iteration 18Q: 3 clusters Score -1.109981e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47678 members Mstep: Class 2 contains 20213 members Entering Unmasked Estep Score: -11100101.000000 Penalty: 5518.326660 Iteration 19Q: 3 clusters Score -1.11001e+07 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48585 members Mstep: Class 2 contains 19306 members Entering Unmasked Estep Score: -11100393.000000 Penalty: 5518.326660 Iteration 20F: 3 clusters Score -1.110039e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49525 members Mstep: Class 2 contains 18366 members Entering Unmasked Estep Score: -11100706.000000 Penalty: 5518.326660 Iteration 21Q: 3 clusters Score -1.110071e+07 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50434 members Mstep: Class 2 contains 17457 members Entering Unmasked Estep Score: -11100904.000000 Penalty: 5518.326660 Iteration 22Q: 3 clusters Score -1.11009e+07 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51389 members Mstep: Class 2 contains 16502 members Entering Unmasked Estep Score: -11101152.000000 Penalty: 5518.326660 Iteration 23Q: 3 clusters Score -1.110115e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52334 members Mstep: Class 2 contains 15557 members Entering Unmasked Estep Score: -11101395.000000 Penalty: 5518.326660 Iteration 24Q: 3 clusters Score -1.11014e+07 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53273 members Mstep: Class 2 contains 14618 members Entering Unmasked Estep Score: -11101649.000000 Penalty: 5518.326660 Iteration 25Q: 3 clusters Score -1.110165e+07 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54211 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -11101997.000000 Penalty: 5518.326660 Iteration 26Q: 3 clusters Score -1.1102e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55122 members Mstep: Class 2 contains 12769 members Entering Unmasked Estep Score: -11102324.000000 Penalty: 5518.326660 Iteration 27Q: 3 clusters Score -1.110232e+07 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56033 members Mstep: Class 2 contains 11858 members Entering Unmasked Estep Score: -11102660.000000 Penalty: 5518.326660 Iteration 28Q: 3 clusters Score -1.110266e+07 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56880 members Mstep: Class 2 contains 11011 members Entering Unmasked Estep Score: -11102945.000000 Penalty: 5518.326660 Iteration 29Q: 3 clusters Score -1.110294e+07 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57738 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -11103153.000000 Penalty: 5518.326660 Iteration 30Q: 3 clusters Score -1.110315e+07 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58526 members Mstep: Class 2 contains 9365 members Entering Unmasked Estep Score: -11103403.000000 Penalty: 5518.326660 Iteration 31Q: 3 clusters Score -1.11034e+07 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59285 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -11103571.000000 Penalty: 5518.326660 Iteration 32Q: 3 clusters Score -1.110357e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59988 members Mstep: Class 2 contains 7903 members Entering Unmasked Estep Score: -11103742.000000 Penalty: 5518.326660 Iteration 33Q: 3 clusters Score -1.110374e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60656 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -11103957.000000 Penalty: 5518.326660 Iteration 34Q: 3 clusters Score -1.110396e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61273 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -11104169.000000 Penalty: 5518.326660 Iteration 35Q: 3 clusters Score -1.110417e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61821 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -11104372.000000 Penalty: 5518.326660 Iteration 36Q: 3 clusters Score -1.110437e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62343 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -11104565.000000 Penalty: 5518.326660 Iteration 37Q: 3 clusters Score -1.110456e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62797 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -11104716.000000 Penalty: 5518.326660 Iteration 38Q: 3 clusters Score -1.110472e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63221 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -11104912.000000 Penalty: 5518.326660 Iteration 39Q: 3 clusters Score -1.110491e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63632 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -11105088.000000 Penalty: 5518.326660 Iteration 40F: 3 clusters Score -1.110509e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64018 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -11105299.000000 Penalty: 5518.326660 Iteration 41Q: 3 clusters Score -1.11053e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64378 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -11105511.000000 Penalty: 5518.326660 Iteration 42Q: 3 clusters Score -1.110551e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64707 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -11105680.000000 Penalty: 5518.326660 Iteration 43Q: 3 clusters Score -1.110568e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65005 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -11105842.000000 Penalty: 5518.326660 Iteration 44Q: 3 clusters Score -1.110584e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65256 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -11105974.000000 Penalty: 5518.326660 Iteration 45Q: 3 clusters Score -1.110597e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65488 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -11106136.000000 Penalty: 5518.326660 Iteration 46Q: 3 clusters Score -1.110614e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65691 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -11106280.000000 Penalty: 5518.326660 Iteration 47Q: 3 clusters Score -1.110628e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65867 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -11106431.000000 Penalty: 5518.326660 Iteration 48Q: 3 clusters Score -1.110643e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66019 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -11106561.000000 Penalty: 5518.326660 Iteration 49Q: 3 clusters Score -1.110656e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66150 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -11106684.000000 Penalty: 5518.326660 Iteration 50Q: 3 clusters Score -1.110668e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66265 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -11106816.000000 Penalty: 5518.326660 Iteration 51Q: 3 clusters Score -1.110682e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66353 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -11106932.000000 Penalty: 5518.326660 Iteration 52Q: 3 clusters Score -1.110693e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66442 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -11107030.000000 Penalty: 5518.326660 Iteration 53Q: 3 clusters Score -1.110703e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66516 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -11107075.000000 Penalty: 5518.326660 Iteration 54Q: 3 clusters Score -1.110708e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66567 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -11107154.000000 Penalty: 5518.326660 Iteration 55Q: 3 clusters Score -1.110715e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66590 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -11107174.000000 Penalty: 5518.326660 Iteration 56Q: 3 clusters Score -1.110717e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66605 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -11107212.000000 Penalty: 5518.326660 Iteration 57Q: 3 clusters Score -1.110721e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66610 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -11107221.000000 Penalty: 5518.326660 Iteration 58Q: 3 clusters Score -1.110722e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66622 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -11107242.000000 Penalty: 5518.326660 Iteration 59Q: 3 clusters Score -1.110724e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66627 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -11107250.000000 Penalty: 5518.326660 Iteration 60F: 3 clusters Score -1.110725e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66633 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -11107270.000000 Penalty: 5518.326660 Iteration 61Q: 3 clusters Score -1.110727e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66647 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -11107292.000000 Penalty: 5518.326660 Iteration 62Q: 3 clusters Score -1.110729e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66650 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -11107295.000000 Penalty: 5518.326660 Iteration 63Q: 3 clusters Score -1.11073e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66650 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -11107298.000000 Penalty: 5518.326660 Iteration 64Q: 3 clusters Score -1.11073e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66660 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -11107294.000000 Penalty: 5518.326660 Iteration 65Q: 3 clusters Score -1.110729e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66666 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -11107304.000000 Penalty: 5518.326660 Iteration 66Q: 3 clusters Score -1.11073e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66672 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -11107294.000000 Penalty: 5518.326660 Iteration 67Q: 3 clusters Score -1.110729e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66674 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -11107287.000000 Penalty: 5518.326660 Iteration 68Q: 3 clusters Score -1.110729e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66675 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -11107301.000000 Penalty: 5518.326660 Iteration 69Q: 3 clusters Score -1.11073e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66675 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -11107299.000000 Penalty: 5518.326660 Iteration 70Q: 3 clusters Score -1.11073e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66673 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -11107295.000000 Penalty: 5518.326660 Iteration 71Q: 3 clusters Score -1.11073e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66671 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -11107298.000000 Penalty: 5518.326660 Iteration 72Q: 3 clusters Score -1.11073e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66674 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -11107305.000000 Penalty: 5518.326660 Iteration 73Q: 3 clusters Score -1.11073e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66676 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -11107306.000000 Penalty: 5518.326660 Iteration 74Q: 3 clusters Score -1.110731e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66677 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -11107298.000000 Penalty: 5518.326660 Iteration 75Q: 3 clusters Score -1.11073e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66677 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -11107298.000000 Penalty: 5518.326660 Iteration 76F: 3 clusters Score -1.11073e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Entering Unmasked Estep Score: -180778.015625 Penalty: 1752.272095 Iteration 0F: 2 clusters Score -180778 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 576 members Entering Unmasked Estep Score: -178696.765625 Penalty: 3504.544189 Iteration 0F: 3 clusters Score -178696.8 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -179053.953125 Penalty: 3504.544189 Iteration 1F: 3 clusters Score -179054 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -179162.765625 Penalty: 3504.544189 Iteration 2F: 3 clusters Score -179162.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -179207.953125 Penalty: 3504.544189 Iteration 3Q: 3 clusters Score -179208 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -179228.203125 Penalty: 3504.544189 Iteration 4Q: 3 clusters Score -179228.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -179238.359375 Penalty: 3504.544189 Iteration 5Q: 3 clusters Score -179238.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -179248.906250 Penalty: 3504.544189 Iteration 6Q: 3 clusters Score -179248.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -179262.562500 Penalty: 3504.544189 Iteration 7Q: 3 clusters Score -179262.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -179273.734375 Penalty: 3504.544189 Iteration 8Q: 3 clusters Score -179273.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -179284.062500 Penalty: 3504.544189 Iteration 9Q: 3 clusters Score -179284.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -179293.187500 Penalty: 3504.544189 Iteration 10Q: 3 clusters Score -179293.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -179300.046875 Penalty: 3504.544189 Iteration 11Q: 3 clusters Score -179300 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -179317.468750 Penalty: 3504.544189 Iteration 12Q: 3 clusters Score -179317.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -179358.156250 Penalty: 3504.544189 Iteration 13Q: 3 clusters Score -179358.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -179402.265625 Penalty: 3504.544189 Iteration 14Q: 3 clusters Score -179402.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -179430.328125 Penalty: 3504.544189 Iteration 15Q: 3 clusters Score -179430.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -179452.375000 Penalty: 3504.544189 Iteration 16Q: 3 clusters Score -179452.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -179487.921875 Penalty: 3504.544189 Iteration 17Q: 3 clusters Score -179487.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -179520.390625 Penalty: 3504.544189 Iteration 18Q: 3 clusters Score -179520.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -179549.812500 Penalty: 3504.544189 Iteration 19Q: 3 clusters Score -179549.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -179576.390625 Penalty: 3504.544189 Iteration 20F: 3 clusters Score -179576.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -179605.890625 Penalty: 3504.544189 Iteration 21Q: 3 clusters Score -179605.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -179636.156250 Penalty: 3504.544189 Iteration 22Q: 3 clusters Score -179636.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -179668.906250 Penalty: 3504.544189 Iteration 23Q: 3 clusters Score -179668.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -179686.750000 Penalty: 3504.544189 Iteration 24Q: 3 clusters Score -179686.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -179702.937500 Penalty: 3504.544189 Iteration 25Q: 3 clusters Score -179702.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -179712.812500 Penalty: 3504.544189 Iteration 26Q: 3 clusters Score -179712.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -179726.218750 Penalty: 3504.544189 Iteration 27Q: 3 clusters Score -179726.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -179741.062500 Penalty: 3504.544189 Iteration 28Q: 3 clusters Score -179741.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -179744.562500 Penalty: 3504.544189 Iteration 29Q: 3 clusters Score -179744.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -179755.312500 Penalty: 3504.544189 Iteration 30Q: 3 clusters Score -179755.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -179765.640625 Penalty: 3504.544189 Iteration 31Q: 3 clusters Score -179765.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -179774.609375 Penalty: 3504.544189 Iteration 32Q: 3 clusters Score -179774.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -179777.921875 Penalty: 3504.544189 Iteration 33Q: 3 clusters Score -179777.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -179779.906250 Penalty: 3504.544189 Iteration 34Q: 3 clusters Score -179779.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -179780.671875 Penalty: 3504.544189 Iteration 35Q: 3 clusters Score -179780.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -179780.671875 Penalty: 3504.544189 Iteration 36F: 3 clusters Score -179780.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Entering Unmasked Estep Score: -1171226.375000 Penalty: 2199.994141 Iteration 0F: 2 clusters Score -1171226 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -1165410.500000 Penalty: 4399.988281 Iteration 0F: 3 clusters Score -1165410 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -1167168.375000 Penalty: 4399.988281 Iteration 1F: 3 clusters Score -1167168 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -1167965.500000 Penalty: 4399.988281 Iteration 2F: 3 clusters Score -1167966 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -1168758.125000 Penalty: 4399.988281 Iteration 3F: 3 clusters Score -1168758 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1169580.125000 Penalty: 4399.988281 Iteration 4F: 3 clusters Score -1169580 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1170254.250000 Penalty: 4399.988281 Iteration 5F: 3 clusters Score -1170254 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1170772.625000 Penalty: 4399.988281 Iteration 6F: 3 clusters Score -1170773 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1171094.750000 Penalty: 4399.988281 Iteration 7Q: 3 clusters Score -1171095 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -1171263.625000 Penalty: 4399.988281 Iteration 8Q: 3 clusters Score -1171264 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -1171351.625000 Penalty: 4399.988281 Iteration 9Q: 3 clusters Score -1171352 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -1171406.875000 Penalty: 4399.988281 Iteration 10Q: 3 clusters Score -1171407 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -1171441.625000 Penalty: 4399.988281 Iteration 11Q: 3 clusters Score -1171442 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -1171466.375000 Penalty: 4399.988281 Iteration 12Q: 3 clusters Score -1171466 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1171478.875000 Penalty: 4399.988281 Iteration 13Q: 3 clusters Score -1171479 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -1171487.875000 Penalty: 4399.988281 Iteration 14Q: 3 clusters Score -1171488 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -1171498.625000 Penalty: 4399.988281 Iteration 15Q: 3 clusters Score -1171499 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -1171510.875000 Penalty: 4399.988281 Iteration 16Q: 3 clusters Score -1171511 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -1171519.250000 Penalty: 4399.988281 Iteration 17Q: 3 clusters Score -1171519 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -1171529.875000 Penalty: 4399.988281 Iteration 18Q: 3 clusters Score -1171530 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -1171539.125000 Penalty: 4399.988281 Iteration 19Q: 3 clusters Score -1171539 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -1171544.500000 Penalty: 4399.988281 Iteration 20F: 3 clusters Score -1171544 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -1171557.250000 Penalty: 4399.988281 Iteration 21Q: 3 clusters Score -1171557 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -1171568.625000 Penalty: 4399.988281 Iteration 22Q: 3 clusters Score -1171569 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 5983 members Entering Unmasked Estep Score: -1171577.125000 Penalty: 4399.988281 Iteration 23Q: 3 clusters Score -1171577 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -1171584.125000 Penalty: 4399.988281 Iteration 24Q: 3 clusters Score -1171584 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -1171591.250000 Penalty: 4399.988281 Iteration 25Q: 3 clusters Score -1171591 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -1171594.875000 Penalty: 4399.988281 Iteration 26Q: 3 clusters Score -1171595 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -1171599.000000 Penalty: 4399.988281 Iteration 27Q: 3 clusters Score -1171599 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -1171603.000000 Penalty: 4399.988281 Iteration 28Q: 3 clusters Score -1171603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -1171604.125000 Penalty: 4399.988281 Iteration 29Q: 3 clusters Score -1171604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -1171604.375000 Penalty: 4399.988281 Iteration 30Q: 3 clusters Score -1171604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -1171604.375000 Penalty: 4399.988281 Iteration 31F: 3 clusters Score -1171604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 19615 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 367 members Mstep: Class 5 contains 520 members Mstep: Class 6 contains 6028 members Mstep: Class 7 contains 4929 members Mstep: Class 9 contains 1226 members Mstep: Class 11 contains 67891 members Mstep: Class 12 contains 1171 members Mstep: Class 13 contains 1094 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 17126 members Mstep: Class 16 contains 379 members Mstep: Class 17 contains 160 members Mstep: Class 19 contains 5236 members Entering Unmasked Estep Score: -22363312.000000 Penalty: 46985.851562 Splitting cluster 13 changes total score from -22363646.000000 to -22363312.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (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: -71102.242188 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -71102.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -69599.601562 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -69599.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -69788.007812 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -69788.01 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -69914.734375 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -69914.73 nChanged 21 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: -70070.281250 Penalty: 3070.396484 Iteration 3Q: 3 clusters Score -70070.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -70180.695312 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -70180.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -70232.421875 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -70232.42 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -70350.687500 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -70350.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -70374.085938 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -70374.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -70400.523438 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -70400.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -70418.851562 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -70418.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -70460.390625 Penalty: 3070.396484 Iteration 10Q: 3 clusters Score -70460.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -70482.539062 Penalty: 3070.396484 Iteration 11Q: 3 clusters Score -70482.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -70489.937500 Penalty: 3070.396484 Iteration 12Q: 3 clusters Score -70489.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -70489.937500 Penalty: 3070.396484 Iteration 13F: 3 clusters Score -70489.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (17126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17126 members Entering Unmasked Estep Score: -2772634.750000 Penalty: 2417.591553 Iteration 0F: 2 clusters Score -2772635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 8502 members Entering Unmasked Estep Score: -2760427.750000 Penalty: 4835.183105 Iteration 0F: 3 clusters Score -2760428 nChanged 7423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 8359 members Entering Unmasked Estep Score: -2764415.250000 Penalty: 4835.183105 Iteration 1F: 3 clusters Score -2764415 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -2764890.500000 Penalty: 4835.183105 Iteration 2F: 3 clusters Score -2764890 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -2765310.000000 Penalty: 4835.183105 Iteration 3F: 3 clusters Score -2765310 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -2765689.000000 Penalty: 4835.183105 Iteration 4Q: 3 clusters Score -2765689 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -2766099.000000 Penalty: 4835.183105 Iteration 5Q: 3 clusters Score -2766099 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -2766493.750000 Penalty: 4835.183105 Iteration 6Q: 3 clusters Score -2766494 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -2766897.250000 Penalty: 4835.183105 Iteration 7Q: 3 clusters Score -2766897 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -2767321.250000 Penalty: 4835.183105 Iteration 8Q: 3 clusters Score -2767321 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10503 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -2767711.250000 Penalty: 4835.183105 Iteration 9Q: 3 clusters Score -2767711 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10930 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -2768071.750000 Penalty: 4835.183105 Iteration 10Q: 3 clusters Score -2768072 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -2768390.000000 Penalty: 4835.183105 Iteration 11Q: 3 clusters Score -2768390 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11779 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -2768660.750000 Penalty: 4835.183105 Iteration 12Q: 3 clusters Score -2768661 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12170 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -2768899.750000 Penalty: 4835.183105 Iteration 13Q: 3 clusters Score -2768900 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -2769096.250000 Penalty: 4835.183105 Iteration 14Q: 3 clusters Score -2769096 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -2769271.250000 Penalty: 4835.183105 Iteration 15Q: 3 clusters Score -2769271 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13190 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -2769434.000000 Penalty: 4835.183105 Iteration 16Q: 3 clusters Score -2769434 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13481 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -2769578.000000 Penalty: 4835.183105 Iteration 17Q: 3 clusters Score -2769578 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -2769710.000000 Penalty: 4835.183105 Iteration 18Q: 3 clusters Score -2769710 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14045 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -2769859.250000 Penalty: 4835.183105 Iteration 19Q: 3 clusters Score -2769859 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -2770005.500000 Penalty: 4835.183105 Iteration 20F: 3 clusters Score -2770006 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14558 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -2770125.750000 Penalty: 4835.183105 Iteration 21Q: 3 clusters Score -2770126 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14775 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -2770232.000000 Penalty: 4835.183105 Iteration 22Q: 3 clusters Score -2770232 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -2770326.750000 Penalty: 4835.183105 Iteration 23Q: 3 clusters Score -2770327 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -2770408.750000 Penalty: 4835.183105 Iteration 24Q: 3 clusters Score -2770409 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -2770482.250000 Penalty: 4835.183105 Iteration 25Q: 3 clusters Score -2770482 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15414 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -2770534.250000 Penalty: 4835.183105 Iteration 26Q: 3 clusters Score -2770534 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15532 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -2770594.750000 Penalty: 4835.183105 Iteration 27Q: 3 clusters Score -2770595 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15634 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -2770649.000000 Penalty: 4835.183105 Iteration 28Q: 3 clusters Score -2770649 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15721 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -2770692.250000 Penalty: 4835.183105 Iteration 29Q: 3 clusters Score -2770692 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -2770728.250000 Penalty: 4835.183105 Iteration 30Q: 3 clusters Score -2770728 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15848 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -2770754.500000 Penalty: 4835.183105 Iteration 31Q: 3 clusters Score -2770754 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15899 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -2770781.750000 Penalty: 4835.183105 Iteration 32Q: 3 clusters Score -2770782 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15944 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -2770794.500000 Penalty: 4835.183105 Iteration 33Q: 3 clusters Score -2770794 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15971 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -2770806.500000 Penalty: 4835.183105 Iteration 34Q: 3 clusters Score -2770806 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15995 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -2770817.500000 Penalty: 4835.183105 Iteration 35Q: 3 clusters Score -2770818 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -2770830.500000 Penalty: 4835.183105 Iteration 36Q: 3 clusters Score -2770830 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16051 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -2770846.750000 Penalty: 4835.183105 Iteration 37Q: 3 clusters Score -2770847 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16073 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -2770858.750000 Penalty: 4835.183105 Iteration 38Q: 3 clusters Score -2770859 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16093 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -2770870.500000 Penalty: 4835.183105 Iteration 39Q: 3 clusters Score -2770870 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16111 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -2770880.250000 Penalty: 4835.183105 Iteration 40F: 3 clusters Score -2770880 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16121 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -2770888.250000 Penalty: 4835.183105 Iteration 41Q: 3 clusters Score -2770888 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16131 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -2770889.000000 Penalty: 4835.183105 Iteration 42Q: 3 clusters Score -2770889 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16141 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -2770896.000000 Penalty: 4835.183105 Iteration 43Q: 3 clusters Score -2770896 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16152 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -2770899.500000 Penalty: 4835.183105 Iteration 44Q: 3 clusters Score -2770900 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16160 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -2770900.000000 Penalty: 4835.183105 Iteration 45Q: 3 clusters Score -2770900 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16174 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -2770911.750000 Penalty: 4835.183105 Iteration 46Q: 3 clusters Score -2770912 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16186 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -2770917.750000 Penalty: 4835.183105 Iteration 47Q: 3 clusters Score -2770918 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16197 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -2770921.250000 Penalty: 4835.183105 Iteration 48Q: 3 clusters Score -2770921 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16209 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -2770926.250000 Penalty: 4835.183105 Iteration 49Q: 3 clusters Score -2770926 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16222 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -2770931.750000 Penalty: 4835.183105 Iteration 50Q: 3 clusters Score -2770932 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -2770935.750000 Penalty: 4835.183105 Iteration 51Q: 3 clusters Score -2770936 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16246 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -2770940.250000 Penalty: 4835.183105 Iteration 52Q: 3 clusters Score -2770940 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16253 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -2770945.500000 Penalty: 4835.183105 Iteration 53Q: 3 clusters Score -2770946 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16259 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -2770953.000000 Penalty: 4835.183105 Iteration 54Q: 3 clusters Score -2770953 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16270 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -2770963.500000 Penalty: 4835.183105 Iteration 55Q: 3 clusters Score -2770964 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16279 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -2770971.000000 Penalty: 4835.183105 Iteration 56Q: 3 clusters Score -2770971 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16285 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -2770966.500000 Penalty: 4835.183105 Iteration 57Q: 3 clusters Score -2770966 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16290 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -2770969.000000 Penalty: 4835.183105 Iteration 58Q: 3 clusters Score -2770969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16292 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -2770969.500000 Penalty: 4835.183105 Iteration 59Q: 3 clusters Score -2770970 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16292 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -2770969.500000 Penalty: 4835.183105 Iteration 60F: 3 clusters Score -2770970 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -51227.535156 Penalty: 1472.509033 Iteration 0F: 2 clusters Score -51227.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -49924.003906 Penalty: 2945.018066 Iteration 0F: 3 clusters Score -49924 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -50187.500000 Penalty: 2945.018066 Iteration 1F: 3 clusters Score -50187.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -50359.863281 Penalty: 2945.018066 Iteration 2F: 3 clusters Score -50359.86 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -50463.125000 Penalty: 2945.018066 Iteration 3Q: 3 clusters Score -50463.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -50527.527344 Penalty: 2945.018066 Iteration 4Q: 3 clusters Score -50527.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -50571.867188 Penalty: 2945.018066 Iteration 5Q: 3 clusters Score -50571.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -50596.039062 Penalty: 2945.018066 Iteration 6Q: 3 clusters Score -50596.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -50596.039062 Penalty: 2945.018066 Iteration 7F: 3 clusters Score -50596.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Entering Unmasked Estep Score: -14004.511719 Penalty: 1258.643066 Iteration 0F: 2 clusters Score -14004.51 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 86 members Entering Unmasked Estep Score: -13164.127930 Penalty: 2517.286133 Iteration 0F: 3 clusters Score -13164.13 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -13311.246094 Penalty: 2517.286133 Iteration 1F: 3 clusters Score -13311.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -13376.460938 Penalty: 2517.286133 Iteration 2Q: 3 clusters Score -13376.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -13402.796875 Penalty: 2517.286133 Iteration 3Q: 3 clusters Score -13402.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -13413.079102 Penalty: 2517.286133 Iteration 4Q: 3 clusters Score -13413.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -13441.198242 Penalty: 2517.286133 Iteration 5Q: 3 clusters Score -13441.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -13492.040039 Penalty: 2517.286133 Iteration 6Q: 3 clusters Score -13492.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -13581.570312 Penalty: 2517.286133 Iteration 7Q: 3 clusters Score -13581.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -13721.643555 Penalty: 2517.286133 Iteration 8Q: 3 clusters Score -13721.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -13727.204102 Penalty: 2517.286133 Iteration 9Q: 3 clusters Score -13727.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -13728.748047 Penalty: 2517.286133 Iteration 10Q: 3 clusters Score -13728.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -13728.748047 Penalty: 2517.286133 Iteration 11F: 3 clusters Score -13728.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (5236 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Entering Unmasked Estep Score: -843241.437500 Penalty: 2123.701660 Iteration 0F: 2 clusters Score -843241.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -838555.625000 Penalty: 4247.403320 Iteration 0F: 3 clusters Score -838555.6 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -839760.312500 Penalty: 4247.403320 Iteration 1F: 3 clusters Score -839760.3 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -840038.812500 Penalty: 4247.403320 Iteration 2F: 3 clusters Score -840038.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -840266.812500 Penalty: 4247.403320 Iteration 3F: 3 clusters Score -840266.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -840493.375000 Penalty: 4247.403320 Iteration 4F: 3 clusters Score -840493.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -840693.187500 Penalty: 4247.403320 Iteration 5F: 3 clusters Score -840693.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -840849.000000 Penalty: 4247.403320 Iteration 6Q: 3 clusters Score -840849 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -840997.125000 Penalty: 4247.403320 Iteration 7Q: 3 clusters Score -840997.1 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -841123.500000 Penalty: 4247.403320 Iteration 8Q: 3 clusters Score -841123.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -841207.187500 Penalty: 4247.403320 Iteration 9Q: 3 clusters Score -841207.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -841271.437500 Penalty: 4247.403320 Iteration 10Q: 3 clusters Score -841271.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -841316.250000 Penalty: 4247.403320 Iteration 11Q: 3 clusters Score -841316.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -841351.875000 Penalty: 4247.403320 Iteration 12Q: 3 clusters Score -841351.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -841378.687500 Penalty: 4247.403320 Iteration 13Q: 3 clusters Score -841378.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -841395.062500 Penalty: 4247.403320 Iteration 14Q: 3 clusters Score -841395.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -841412.500000 Penalty: 4247.403320 Iteration 15Q: 3 clusters Score -841412.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -841432.312500 Penalty: 4247.403320 Iteration 16Q: 3 clusters Score -841432.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -841443.250000 Penalty: 4247.403320 Iteration 17Q: 3 clusters Score -841443.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -841451.000000 Penalty: 4247.403320 Iteration 18Q: 3 clusters Score -841451 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -841461.812500 Penalty: 4247.403320 Iteration 19Q: 3 clusters Score -841461.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -841474.625000 Penalty: 4247.403320 Iteration 20F: 3 clusters Score -841474.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -841487.000000 Penalty: 4247.403320 Iteration 21Q: 3 clusters Score -841487 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -841505.000000 Penalty: 4247.403320 Iteration 22Q: 3 clusters Score -841505 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -841513.500000 Penalty: 4247.403320 Iteration 23Q: 3 clusters Score -841513.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -841520.562500 Penalty: 4247.403320 Iteration 24Q: 3 clusters Score -841520.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -841532.687500 Penalty: 4247.403320 Iteration 25Q: 3 clusters Score -841532.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -841536.562500 Penalty: 4247.403320 Iteration 26Q: 3 clusters Score -841536.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -841545.437500 Penalty: 4247.403320 Iteration 27Q: 3 clusters Score -841545.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -841551.125000 Penalty: 4247.403320 Iteration 28Q: 3 clusters Score -841551.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -841558.750000 Penalty: 4247.403320 Iteration 29Q: 3 clusters Score -841558.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -841564.750000 Penalty: 4247.403320 Iteration 30Q: 3 clusters Score -841564.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -841570.687500 Penalty: 4247.403320 Iteration 31Q: 3 clusters Score -841570.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -841573.437500 Penalty: 4247.403320 Iteration 32Q: 3 clusters Score -841573.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -841576.437500 Penalty: 4247.403320 Iteration 33Q: 3 clusters Score -841576.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -841578.750000 Penalty: 4247.403320 Iteration 34Q: 3 clusters Score -841578.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -841579.250000 Penalty: 4247.403320 Iteration 35Q: 3 clusters Score -841579.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -841581.687500 Penalty: 4247.403320 Iteration 36Q: 3 clusters Score -841581.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -841582.562500 Penalty: 4247.403320 Iteration 37Q: 3 clusters Score -841582.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -841585.750000 Penalty: 4247.403320 Iteration 38Q: 3 clusters Score -841585.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -841588.000000 Penalty: 4247.403320 Iteration 39Q: 3 clusters Score -841588 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -841592.125000 Penalty: 4247.403320 Iteration 40F: 3 clusters Score -841592.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -841596.062500 Penalty: 4247.403320 Iteration 41Q: 3 clusters Score -841596.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -841601.187500 Penalty: 4247.403320 Iteration 42Q: 3 clusters Score -841601.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -841602.187500 Penalty: 4247.403320 Iteration 43Q: 3 clusters Score -841602.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -841608.625000 Penalty: 4247.403320 Iteration 44Q: 3 clusters Score -841608.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -841613.687500 Penalty: 4247.403320 Iteration 45Q: 3 clusters Score -841613.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -841618.437500 Penalty: 4247.403320 Iteration 46Q: 3 clusters Score -841618.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -841621.500000 Penalty: 4247.403320 Iteration 47Q: 3 clusters Score -841621.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -841624.687500 Penalty: 4247.403320 Iteration 48Q: 3 clusters Score -841624.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -841626.000000 Penalty: 4247.403320 Iteration 49Q: 3 clusters Score -841626 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -841627.937500 Penalty: 4247.403320 Iteration 50Q: 3 clusters Score -841627.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -841631.937500 Penalty: 4247.403320 Iteration 51Q: 3 clusters Score -841631.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -841634.187500 Penalty: 4247.403320 Iteration 52Q: 3 clusters Score -841634.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -841634.562500 Penalty: 4247.403320 Iteration 53Q: 3 clusters Score -841634.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -841634.187500 Penalty: 4247.403320 Iteration 54Q: 3 clusters Score -841634.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -841634.187500 Penalty: 4247.403320 Iteration 55F: 3 clusters Score -841634.2 nChanged 0 --- Evaluating fit on full set of 416569 points --- Entering Unmasked Estep Score: -67141808.000000 Penalty: 48136.082031 20->16 Clusters: Score -67141808.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 138856 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 6770 members Mstep: Class 3 contains 6901 members Mstep: Class 4 contains 6803 members Mstep: Class 5 contains 7034 members Mstep: Class 6 contains 6916 members Mstep: Class 7 contains 6919 members Mstep: Class 8 contains 6887 members Mstep: Class 9 contains 7012 members Mstep: Class 10 contains 6960 members Mstep: Class 11 contains 6896 members Mstep: Class 12 contains 6882 members Mstep: Class 13 contains 6976 members Mstep: Class 14 contains 6963 members Mstep: Class 15 contains 6873 members Mstep: Class 16 contains 7012 members Mstep: Class 17 contains 7059 members Mstep: Class 18 contains 6937 members Mstep: Class 19 contains 6971 members Mstep: Class 20 contains 7042 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 476.303833 but Gain 2936.613281 Score: -20680878.000000 Penalty: 55795.699219 Iteration 0F: 20 clusters Score -2.068088e+07 nChanged 131574 Entering Unmasked Mstep Mstep: Class 0 contains 889 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1059 members Mstep: Class 3 contains 1203 members Mstep: Class 4 contains 1388 members Mstep: Class 5 contains 618 members Mstep: Class 7 contains 1147 members Mstep: Class 8 contains 22443 members Mstep: Class 9 contains 2599 members Mstep: Class 10 contains 300 members Mstep: Class 11 contains 10388 members Mstep: Class 12 contains 78811 members Mstep: Class 13 contains 200 members Mstep: Class 14 contains 244 members Mstep: Class 15 contains 834 members Mstep: Class 16 contains 1537 members Mstep: Class 17 contains 608 members Mstep: Class 18 contains 12259 members Mstep: Class 19 contains 191 members Mstep: Class 20 contains 1965 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 213.992126 but Gain 2936.617188 Score: -21966314.000000 Penalty: 52859.082031 Iteration 1F: 19 clusters Score -2.196631e+07 nChanged 50858 Entering Unmasked Mstep Mstep: Class 0 contains 197 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 174 members Mstep: Class 3 contains 2180 members Mstep: Class 4 contains 515 members Mstep: Class 7 contains 181 members Mstep: Class 8 contains 53870 members Mstep: Class 9 contains 419 members Mstep: Class 10 contains 450 members Mstep: Class 11 contains 2764 members Mstep: Class 12 contains 62029 members Mstep: Class 13 contains 468 members Mstep: Class 14 contains 233 members Mstep: Class 15 contains 1212 members Mstep: Class 16 contains 2568 members Mstep: Class 17 contains 679 members Mstep: Class 18 contains 10011 members Mstep: Class 19 contains 255 members Mstep: Class 20 contains 413 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 555.103027 but Gain 2936.617188 Score: -22207600.000000 Penalty: 49922.464844 Iteration 2F: 18 clusters Score -2.22076e+07 nChanged 19428 Entering Unmasked Mstep Mstep: Class 0 contains 139 members Mstep: Class 1 contains 267 members Mstep: Class 3 contains 2496 members Mstep: Class 4 contains 778 members Mstep: Class 7 contains 118 members Mstep: Class 8 contains 54510 members Mstep: Class 9 contains 592 members Mstep: Class 10 contains 432 members Mstep: Class 11 contains 2158 members Mstep: Class 12 contains 62078 members Mstep: Class 13 contains 569 members Mstep: Class 14 contains 140 members Mstep: Class 15 contains 1311 members Mstep: Class 16 contains 3881 members Mstep: Class 17 contains 515 members Mstep: Class 18 contains 8238 members Mstep: Class 19 contains 210 members Mstep: Class 20 contains 424 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1481.219971 but Gain 2936.613281 Score: -22237326.000000 Penalty: 46985.851562 Iteration 3F: 17 clusters Score -2.223733e+07 nChanged 15377 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 300 members Mstep: Class 3 contains 2439 members Mstep: Class 4 contains 1368 members Mstep: Class 7 contains 120 members Mstep: Class 8 contains 53723 members Mstep: Class 9 contains 924 members Mstep: Class 10 contains 434 members Mstep: Class 11 contains 2359 members Mstep: Class 12 contains 61272 members Mstep: Class 13 contains 697 members Mstep: Class 15 contains 1331 members Mstep: Class 16 contains 4243 members Mstep: Class 17 contains 491 members Mstep: Class 18 contains 8402 members Mstep: Class 19 contains 181 members Mstep: Class 20 contains 442 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 1590.861816 but Gain 2936.617188 Score: -22257880.000000 Penalty: 44049.234375 Iteration 4F: 16 clusters Score -2.225788e+07 nChanged 14216 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 326 members Mstep: Class 3 contains 2319 members Mstep: Class 4 contains 2538 members Mstep: Class 8 contains 52212 members Mstep: Class 9 contains 1410 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 2675 members Mstep: Class 12 contains 60834 members Mstep: Class 13 contains 699 members Mstep: Class 15 contains 1335 members Mstep: Class 16 contains 4164 members Mstep: Class 17 contains 491 members Mstep: Class 18 contains 8559 members Mstep: Class 19 contains 199 members Mstep: Class 20 contains 509 members Entering Unmasked Estep ConsiderDeletion Score: -22273552.000000 Penalty: 44049.234375 Iteration 5F: 16 clusters Score -2.227355e+07 nChanged 13089 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 324 members Mstep: Class 3 contains 2354 members Mstep: Class 4 contains 4493 members Mstep: Class 8 contains 50272 members Mstep: Class 9 contains 1939 members Mstep: Class 10 contains 470 members Mstep: Class 11 contains 2903 members Mstep: Class 12 contains 60545 members Mstep: Class 13 contains 700 members Mstep: Class 15 contains 1339 members Mstep: Class 16 contains 3951 members Mstep: Class 17 contains 486 members Mstep: Class 18 contains 8158 members Mstep: Class 19 contains 206 members Mstep: Class 20 contains 600 members Entering Unmasked Estep ConsiderDeletion Score: -22287864.000000 Penalty: 44049.234375 Iteration 6F: 16 clusters Score -2.228786e+07 nChanged 11537 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 317 members Mstep: Class 3 contains 2646 members Mstep: Class 4 contains 7017 members Mstep: Class 8 contains 48412 members Mstep: Class 9 contains 2376 members Mstep: Class 10 contains 467 members Mstep: Class 11 contains 2923 members Mstep: Class 12 contains 59899 members Mstep: Class 13 contains 702 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3690 members Mstep: Class 17 contains 483 members Mstep: Class 18 contains 7552 members Mstep: Class 19 contains 214 members Mstep: Class 20 contains 700 members Entering Unmasked Estep ConsiderDeletion Score: -22300134.000000 Penalty: 44049.234375 Iteration 7F: 16 clusters Score -2.230013e+07 nChanged 9443 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 312 members Mstep: Class 3 contains 3119 members Mstep: Class 4 contains 9589 members Mstep: Class 8 contains 46969 members Mstep: Class 9 contains 2471 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 2844 members Mstep: Class 12 contains 58819 members Mstep: Class 13 contains 699 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3447 members Mstep: Class 17 contains 484 members Mstep: Class 18 contains 7171 members Mstep: Class 19 contains 223 members Mstep: Class 20 contains 788 members Entering Unmasked Estep ConsiderDeletion Score: -22309022.000000 Penalty: 44049.234375 Iteration 8F: 16 clusters Score -2.230902e+07 nChanged 7448 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 309 members Mstep: Class 3 contains 3591 members Mstep: Class 4 contains 11679 members Mstep: Class 8 contains 45958 members Mstep: Class 9 contains 2340 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 2728 members Mstep: Class 12 contains 57558 members Mstep: Class 13 contains 699 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3287 members Mstep: Class 17 contains 484 members Mstep: Class 18 contains 7174 members Mstep: Class 19 contains 227 members Mstep: Class 20 contains 906 members Entering Unmasked Estep ConsiderDeletion Score: -22314174.000000 Penalty: 44049.234375 Iteration 9F: 16 clusters Score -2.231417e+07 nChanged 5724 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 305 members Mstep: Class 3 contains 4056 members Mstep: Class 4 contains 13167 members Mstep: Class 8 contains 45421 members Mstep: Class 9 contains 2177 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 2652 members Mstep: Class 12 contains 56157 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3196 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 7378 members Mstep: Class 19 contains 231 members Mstep: Class 20 contains 1022 members Entering Unmasked Estep ConsiderDeletion Score: -22317858.000000 Penalty: 44049.234375 Iteration 10Q: 16 clusters Score -2.231786e+07 nChanged 4654 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 301 members Mstep: Class 3 contains 4481 members Mstep: Class 4 contains 14233 members Mstep: Class 8 contains 45111 members Mstep: Class 9 contains 2048 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 2620 members Mstep: Class 12 contains 54782 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3214 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 7598 members Mstep: Class 19 contains 235 members Mstep: Class 20 contains 1139 members Entering Unmasked Estep ConsiderDeletion Score: -22320648.000000 Penalty: 44049.234375 Iteration 11Q: 16 clusters Score -2.232065e+07 nChanged 3908 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 297 members Mstep: Class 3 contains 4838 members Mstep: Class 4 contains 14944 members Mstep: Class 8 contains 45047 members Mstep: Class 9 contains 1982 members Mstep: Class 10 contains 459 members Mstep: Class 11 contains 2606 members Mstep: Class 12 contains 53381 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3258 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 7905 members Mstep: Class 19 contains 238 members Mstep: Class 20 contains 1263 members Entering Unmasked Estep ConsiderDeletion Score: -22322656.000000 Penalty: 44049.234375 Iteration 12Q: 16 clusters Score -2.232266e+07 nChanged 3415 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 295 members Mstep: Class 3 contains 5198 members Mstep: Class 4 contains 15491 members Mstep: Class 8 contains 45127 members Mstep: Class 9 contains 1945 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 2601 members Mstep: Class 12 contains 51927 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3307 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 8224 members Mstep: Class 19 contains 240 members Mstep: Class 20 contains 1402 members Entering Unmasked Estep ConsiderDeletion Score: -22324250.000000 Penalty: 44049.234375 Iteration 13Q: 16 clusters Score -2.232425e+07 nChanged 3114 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 294 members Mstep: Class 3 contains 5497 members Mstep: Class 4 contains 15862 members Mstep: Class 8 contains 45349 members Mstep: Class 9 contains 1927 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 2650 members Mstep: Class 12 contains 50557 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3365 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 8479 members Mstep: Class 19 contains 240 members Mstep: Class 20 contains 1537 members Entering Unmasked Estep ConsiderDeletion Score: -22325650.000000 Penalty: 44049.234375 Iteration 14Q: 16 clusters Score -2.232565e+07 nChanged 2895 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 292 members Mstep: Class 3 contains 5731 members Mstep: Class 4 contains 16163 members Mstep: Class 8 contains 45744 members Mstep: Class 9 contains 1909 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 2720 members Mstep: Class 12 contains 49182 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3398 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 8713 members Mstep: Class 19 contains 242 members Mstep: Class 20 contains 1663 members Entering Unmasked Estep ConsiderDeletion Score: -22326914.000000 Penalty: 44049.234375 Iteration 15Q: 16 clusters Score -2.232691e+07 nChanged 2665 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 292 members Mstep: Class 3 contains 5919 members Mstep: Class 4 contains 16453 members Mstep: Class 8 contains 46233 members Mstep: Class 9 contains 1905 members Mstep: Class 10 contains 463 members Mstep: Class 11 contains 2790 members Mstep: Class 12 contains 47814 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3418 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 8934 members Mstep: Class 19 contains 242 members Mstep: Class 20 contains 1755 members Entering Unmasked Estep ConsiderDeletion Score: -22328026.000000 Penalty: 44049.234375 Iteration 16Q: 16 clusters Score -2.232803e+07 nChanged 2589 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 292 members Mstep: Class 3 contains 6069 members Mstep: Class 4 contains 16684 members Mstep: Class 8 contains 46798 members Mstep: Class 9 contains 1937 members Mstep: Class 10 contains 463 members Mstep: Class 11 contains 2859 members Mstep: Class 12 contains 46464 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3426 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 9164 members Mstep: Class 19 contains 242 members Mstep: Class 20 contains 1820 members Entering Unmasked Estep ConsiderDeletion Score: -22329140.000000 Penalty: 44049.234375 Iteration 17Q: 16 clusters Score -2.232914e+07 nChanged 2543 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 292 members Mstep: Class 3 contains 6191 members Mstep: Class 4 contains 16889 members Mstep: Class 8 contains 47474 members Mstep: Class 9 contains 1982 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 2952 members Mstep: Class 12 contains 45079 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3434 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 9355 members Mstep: Class 19 contains 242 members Mstep: Class 20 contains 1864 members Entering Unmasked Estep ConsiderDeletion Score: -22330170.000000 Penalty: 44049.234375 Iteration 18Q: 16 clusters Score -2.233017e+07 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 292 members Mstep: Class 3 contains 6297 members Mstep: Class 4 contains 17051 members Mstep: Class 8 contains 48214 members Mstep: Class 9 contains 2024 members Mstep: Class 10 contains 467 members Mstep: Class 11 contains 3060 members Mstep: Class 12 contains 43729 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3435 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 9513 members Mstep: Class 19 contains 242 members Mstep: Class 20 contains 1894 members Entering Unmasked Estep ConsiderDeletion Score: -22331114.000000 Penalty: 44049.234375 Iteration 19Q: 16 clusters Score -2.233111e+07 nChanged 2516 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 292 members Mstep: Class 3 contains 6351 members Mstep: Class 4 contains 17207 members Mstep: Class 8 contains 49067 members Mstep: Class 9 contains 2070 members Mstep: Class 10 contains 468 members Mstep: Class 11 contains 3193 members Mstep: Class 12 contains 42387 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3428 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 9616 members Mstep: Class 19 contains 242 members Mstep: Class 20 contains 1897 members Entering Unmasked Estep ConsiderDeletion Score: -22332370.000000 Penalty: 44049.234375 Iteration 20F: 16 clusters Score -2.233237e+07 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 291 members Mstep: Class 3 contains 6328 members Mstep: Class 4 contains 17342 members Mstep: Class 8 contains 50138 members Mstep: Class 9 contains 2139 members Mstep: Class 10 contains 467 members Mstep: Class 11 contains 3361 members Mstep: Class 12 contains 40881 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3426 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 9675 members Mstep: Class 19 contains 242 members Mstep: Class 20 contains 1928 members Entering Unmasked Estep ConsiderDeletion Score: -22333682.000000 Penalty: 44049.234375 Iteration 21Q: 16 clusters Score -2.233368e+07 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 290 members Mstep: Class 3 contains 6257 members Mstep: Class 4 contains 17481 members Mstep: Class 8 contains 51323 members Mstep: Class 9 contains 2205 members Mstep: Class 10 contains 466 members Mstep: Class 11 contains 3570 members Mstep: Class 12 contains 39398 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3422 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 9636 members Mstep: Class 19 contains 243 members Mstep: Class 20 contains 1927 members Entering Unmasked Estep ConsiderDeletion Score: -22335096.000000 Penalty: 44049.234375 Iteration 22Q: 16 clusters Score -2.23351e+07 nChanged 3170 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 289 members Mstep: Class 3 contains 6071 members Mstep: Class 4 contains 17590 members Mstep: Class 8 contains 52643 members Mstep: Class 9 contains 2259 members Mstep: Class 10 contains 467 members Mstep: Class 11 contains 3821 members Mstep: Class 12 contains 37977 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3425 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 9517 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1915 members Entering Unmasked Estep ConsiderDeletion Score: -22336506.000000 Penalty: 44049.234375 Iteration 23Q: 16 clusters Score -2.233651e+07 nChanged 3256 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 288 members Mstep: Class 3 contains 5822 members Mstep: Class 4 contains 17691 members Mstep: Class 8 contains 54093 members Mstep: Class 9 contains 2317 members Mstep: Class 10 contains 466 members Mstep: Class 11 contains 4132 members Mstep: Class 12 contains 36542 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3415 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 9311 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1897 members Entering Unmasked Estep ConsiderDeletion Score: -22338196.000000 Penalty: 44049.234375 Iteration 24Q: 16 clusters Score -2.23382e+07 nChanged 3213 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 288 members Mstep: Class 3 contains 5518 members Mstep: Class 4 contains 17766 members Mstep: Class 8 contains 55654 members Mstep: Class 9 contains 2379 members Mstep: Class 10 contains 465 members Mstep: Class 11 contains 4446 members Mstep: Class 12 contains 35170 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3413 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 9013 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1862 members Entering Unmasked Estep ConsiderDeletion Score: -22339668.000000 Penalty: 44049.234375 Iteration 25Q: 16 clusters Score -2.233967e+07 nChanged 3183 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 288 members Mstep: Class 3 contains 5217 members Mstep: Class 4 contains 17832 members Mstep: Class 8 contains 57326 members Mstep: Class 9 contains 2446 members Mstep: Class 10 contains 465 members Mstep: Class 11 contains 4748 members Mstep: Class 12 contains 33811 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3409 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 8612 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1820 members Entering Unmasked Estep ConsiderDeletion Score: -22341156.000000 Penalty: 44049.234375 Iteration 26Q: 16 clusters Score -2.234116e+07 nChanged 3105 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 288 members Mstep: Class 3 contains 4939 members Mstep: Class 4 contains 17937 members Mstep: Class 8 contains 58926 members Mstep: Class 9 contains 2506 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 5073 members Mstep: Class 12 contains 32514 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1342 members Mstep: Class 16 contains 3389 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 8173 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1765 members Entering Unmasked Estep ConsiderDeletion Score: -22342532.000000 Penalty: 44049.234375 Iteration 27Q: 16 clusters Score -2.234253e+07 nChanged 2890 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4720 members Mstep: Class 4 contains 18029 members Mstep: Class 8 contains 60373 members Mstep: Class 9 contains 2576 members Mstep: Class 10 contains 462 members Mstep: Class 11 contains 5420 members Mstep: Class 12 contains 31336 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3372 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 7676 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1722 members Entering Unmasked Estep ConsiderDeletion Score: -22343698.000000 Penalty: 44049.234375 Iteration 28Q: 16 clusters Score -2.23437e+07 nChanged 2717 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4540 members Mstep: Class 4 contains 18131 members Mstep: Class 8 contains 61726 members Mstep: Class 9 contains 2643 members Mstep: Class 10 contains 462 members Mstep: Class 11 contains 5731 members Mstep: Class 12 contains 30283 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3347 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 7130 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1693 members Entering Unmasked Estep ConsiderDeletion Score: -22344848.000000 Penalty: 44049.234375 Iteration 29Q: 16 clusters Score -2.234485e+07 nChanged 2518 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4392 members Mstep: Class 4 contains 18205 members Mstep: Class 8 contains 62975 members Mstep: Class 9 contains 2703 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 6033 members Mstep: Class 12 contains 29332 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3320 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 6601 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1664 members Entering Unmasked Estep ConsiderDeletion Score: -22345600.000000 Penalty: 44049.234375 Iteration 30Q: 16 clusters Score -2.23456e+07 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4303 members Mstep: Class 4 contains 18276 members Mstep: Class 8 contains 64004 members Mstep: Class 9 contains 2764 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 6324 members Mstep: Class 12 contains 28516 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3289 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 6108 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1641 members Entering Unmasked Estep ConsiderDeletion Score: -22346306.000000 Penalty: 44049.234375 Iteration 31Q: 16 clusters Score -2.234631e+07 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4244 members Mstep: Class 4 contains 18306 members Mstep: Class 8 contains 64894 members Mstep: Class 9 contains 2826 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 6550 members Mstep: Class 12 contains 27831 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3254 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 5697 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1623 members Entering Unmasked Estep ConsiderDeletion Score: -22346896.000000 Penalty: 44049.234375 Iteration 32Q: 16 clusters Score -2.23469e+07 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4222 members Mstep: Class 4 contains 18326 members Mstep: Class 8 contains 65626 members Mstep: Class 9 contains 2875 members Mstep: Class 10 contains 459 members Mstep: Class 11 contains 6738 members Mstep: Class 12 contains 27279 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3223 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 5316 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1622 members Entering Unmasked Estep ConsiderDeletion Score: -22347380.000000 Penalty: 44049.234375 Iteration 33Q: 16 clusters Score -2.234738e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4227 members Mstep: Class 4 contains 18355 members Mstep: Class 8 contains 66228 members Mstep: Class 9 contains 2922 members Mstep: Class 10 contains 458 members Mstep: Class 11 contains 6885 members Mstep: Class 12 contains 26838 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3192 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 4954 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1627 members Entering Unmasked Estep ConsiderDeletion Score: -22347626.000000 Penalty: 44049.234375 Iteration 34Q: 16 clusters Score -2.234763e+07 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4256 members Mstep: Class 4 contains 18370 members Mstep: Class 8 contains 66675 members Mstep: Class 9 contains 2967 members Mstep: Class 10 contains 458 members Mstep: Class 11 contains 6987 members Mstep: Class 12 contains 26496 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3148 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 4696 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1633 members Entering Unmasked Estep ConsiderDeletion Score: -22347838.000000 Penalty: 44049.234375 Iteration 35Q: 16 clusters Score -2.234784e+07 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4276 members Mstep: Class 4 contains 18375 members Mstep: Class 8 contains 67036 members Mstep: Class 9 contains 3012 members Mstep: Class 10 contains 458 members Mstep: Class 11 contains 7074 members Mstep: Class 12 contains 26229 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3116 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 4474 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1636 members Entering Unmasked Estep ConsiderDeletion Score: -22348160.000000 Penalty: 44049.234375 Iteration 36Q: 16 clusters Score -2.234816e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4309 members Mstep: Class 4 contains 18380 members Mstep: Class 8 contains 67279 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 458 members Mstep: Class 11 contains 7146 members Mstep: Class 12 contains 26036 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3072 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 4299 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1641 members Entering Unmasked Estep ConsiderDeletion Score: -22348238.000000 Penalty: 44049.234375 Iteration 37Q: 16 clusters Score -2.234824e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4340 members Mstep: Class 4 contains 18393 members Mstep: Class 8 contains 67456 members Mstep: Class 9 contains 3109 members Mstep: Class 10 contains 457 members Mstep: Class 11 contains 7211 members Mstep: Class 12 contains 25874 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 3037 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 4165 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1644 members Entering Unmasked Estep ConsiderDeletion Score: -22348292.000000 Penalty: 44049.234375 Iteration 38Q: 16 clusters Score -2.234829e+07 nChanged 578 Entering ConstructFrom: Score: -22348292.000000 Penalty: 44049.234375 Entering ConstructFrom: Trying to split cluster 1 (287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Entering Unmasked Estep Score: -40662.757812 Penalty: 1403.551514 Iteration 0F: 2 clusters Score -40662.76 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 150 members Entering Unmasked Estep Score: -39411.570312 Penalty: 2807.103027 Iteration 0F: 3 clusters Score -39411.57 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -39527.121094 Penalty: 2807.103027 Iteration 1F: 3 clusters Score -39527.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -39599.523438 Penalty: 2807.103027 Iteration 2Q: 3 clusters Score -39599.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -39668.398438 Penalty: 2807.103027 Iteration 3Q: 3 clusters Score -39668.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -39729.984375 Penalty: 2807.103027 Iteration 4Q: 3 clusters Score -39729.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -39757.488281 Penalty: 2807.103027 Iteration 5Q: 3 clusters Score -39757.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -39798.964844 Penalty: 2807.103027 Iteration 6Q: 3 clusters Score -39798.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -39877.257812 Penalty: 2807.103027 Iteration 7Q: 3 clusters Score -39877.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -39907.460938 Penalty: 2807.103027 Iteration 8Q: 3 clusters Score -39907.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -39929.433594 Penalty: 2807.103027 Iteration 9Q: 3 clusters Score -39929.43 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -39957.183594 Penalty: 2807.103027 Iteration 10Q: 3 clusters Score -39957.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -39963.292969 Penalty: 2807.103027 Iteration 11Q: 3 clusters Score -39963.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -39972.910156 Penalty: 2807.103027 Iteration 12Q: 3 clusters Score -39972.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -39996.992188 Penalty: 2807.103027 Iteration 13Q: 3 clusters Score -39996.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -40029.632812 Penalty: 2807.103027 Iteration 14Q: 3 clusters Score -40029.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -40044.136719 Penalty: 2807.103027 Iteration 15Q: 3 clusters Score -40044.14 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -40081.722656 Penalty: 2807.103027 Iteration 16Q: 3 clusters Score -40081.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -40102.863281 Penalty: 2807.103027 Iteration 17Q: 3 clusters Score -40102.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -40138.777344 Penalty: 2807.103027 Iteration 18Q: 3 clusters Score -40138.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -40184.046875 Penalty: 2807.103027 Iteration 19Q: 3 clusters Score -40184.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -40212.714844 Penalty: 2807.103027 Iteration 20F: 3 clusters Score -40212.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -40254.535156 Penalty: 2807.103027 Iteration 21Q: 3 clusters Score -40254.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -40356.062500 Penalty: 2807.103027 Iteration 22Q: 3 clusters Score -40356.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -40652.632812 Penalty: 2807.103027 Iteration 23Q: 3 clusters Score -40652.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -40720.496094 Penalty: 2807.103027 Iteration 24Q: 3 clusters Score -40720.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -40800.222656 Penalty: 2807.103027 Iteration 25Q: 3 clusters Score -40800.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -40833.746094 Penalty: 2807.103027 Iteration 26Q: 3 clusters Score -40833.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -40866.472656 Penalty: 2807.103027 Iteration 27Q: 3 clusters Score -40866.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -40904.273438 Penalty: 2807.103027 Iteration 28Q: 3 clusters Score -40904.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -40927.000000 Penalty: 2807.103027 Iteration 29Q: 3 clusters Score -40927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -40933.398438 Penalty: 2807.103027 Iteration 30F: 3 clusters Score -40933.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -41032.636719 Penalty: 2807.103027 Iteration 31Q: 3 clusters Score -41032.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -41032.636719 Penalty: 2807.103027 Iteration 32F: 3 clusters Score -41032.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 179 members Mstep: Class 3 contains 4391 members Mstep: Class 4 contains 18406 members Mstep: Class 8 contains 67585 members Mstep: Class 9 contains 3148 members Mstep: Class 10 contains 457 members Mstep: Class 11 contains 7269 members Mstep: Class 12 contains 25737 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 2993 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 4053 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1647 members Entering Unmasked Estep Score: -22347244.000000 Penalty: 46985.851562 Splitting cluster 1 changes total score from -22348292.000000 to -22347244.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (4391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Entering Unmasked Estep Score: -711423.312500 Penalty: 2080.053467 Iteration 0F: 2 clusters Score -711423.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -707326.187500 Penalty: 4160.106934 Iteration 0F: 3 clusters Score -707326.2 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -708247.125000 Penalty: 4160.106934 Iteration 1F: 3 clusters Score -708247.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -708461.750000 Penalty: 4160.106934 Iteration 2F: 3 clusters Score -708461.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -708580.187500 Penalty: 4160.106934 Iteration 3Q: 3 clusters Score -708580.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -708673.125000 Penalty: 4160.106934 Iteration 4Q: 3 clusters Score -708673.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -708753.562500 Penalty: 4160.106934 Iteration 5Q: 3 clusters Score -708753.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -708843.625000 Penalty: 4160.106934 Iteration 6Q: 3 clusters Score -708843.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -708929.187500 Penalty: 4160.106934 Iteration 7Q: 3 clusters Score -708929.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -709020.937500 Penalty: 4160.106934 Iteration 8Q: 3 clusters Score -709020.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -709098.875000 Penalty: 4160.106934 Iteration 9Q: 3 clusters Score -709098.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -709156.562500 Penalty: 4160.106934 Iteration 10Q: 3 clusters Score -709156.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -709208.687500 Penalty: 4160.106934 Iteration 11Q: 3 clusters Score -709208.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -709255.687500 Penalty: 4160.106934 Iteration 12Q: 3 clusters Score -709255.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -709302.875000 Penalty: 4160.106934 Iteration 13Q: 3 clusters Score -709302.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -709344.562500 Penalty: 4160.106934 Iteration 14Q: 3 clusters Score -709344.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -709392.500000 Penalty: 4160.106934 Iteration 15Q: 3 clusters Score -709392.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -709466.625000 Penalty: 4160.106934 Iteration 16Q: 3 clusters Score -709466.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -709542.187500 Penalty: 4160.106934 Iteration 17Q: 3 clusters Score -709542.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -709613.625000 Penalty: 4160.106934 Iteration 18Q: 3 clusters Score -709613.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -709675.500000 Penalty: 4160.106934 Iteration 19Q: 3 clusters Score -709675.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -709733.125000 Penalty: 4160.106934 Iteration 20F: 3 clusters Score -709733.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -709779.750000 Penalty: 4160.106934 Iteration 21Q: 3 clusters Score -709779.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -709844.375000 Penalty: 4160.106934 Iteration 22Q: 3 clusters Score -709844.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -709903.812500 Penalty: 4160.106934 Iteration 23Q: 3 clusters Score -709903.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -709951.500000 Penalty: 4160.106934 Iteration 24Q: 3 clusters Score -709951.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -709993.187500 Penalty: 4160.106934 Iteration 25Q: 3 clusters Score -709993.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -710028.437500 Penalty: 4160.106934 Iteration 26Q: 3 clusters Score -710028.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -710063.812500 Penalty: 4160.106934 Iteration 27Q: 3 clusters Score -710063.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -710088.437500 Penalty: 4160.106934 Iteration 28Q: 3 clusters Score -710088.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -710108.125000 Penalty: 4160.106934 Iteration 29Q: 3 clusters Score -710108.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -710127.125000 Penalty: 4160.106934 Iteration 30Q: 3 clusters Score -710127.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -710140.437500 Penalty: 4160.106934 Iteration 31Q: 3 clusters Score -710140.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -710149.062500 Penalty: 4160.106934 Iteration 32Q: 3 clusters Score -710149.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -710163.312500 Penalty: 4160.106934 Iteration 33Q: 3 clusters Score -710163.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -710173.000000 Penalty: 4160.106934 Iteration 34Q: 3 clusters Score -710173 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -710177.750000 Penalty: 4160.106934 Iteration 35Q: 3 clusters Score -710177.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -710183.500000 Penalty: 4160.106934 Iteration 36Q: 3 clusters Score -710183.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -710188.312500 Penalty: 4160.106934 Iteration 37Q: 3 clusters Score -710188.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -710193.875000 Penalty: 4160.106934 Iteration 38Q: 3 clusters Score -710193.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -710196.687500 Penalty: 4160.106934 Iteration 39Q: 3 clusters Score -710196.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -710200.687500 Penalty: 4160.106934 Iteration 40F: 3 clusters Score -710200.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -710202.437500 Penalty: 4160.106934 Iteration 41Q: 3 clusters Score -710202.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -710204.750000 Penalty: 4160.106934 Iteration 42Q: 3 clusters Score -710204.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -710207.000000 Penalty: 4160.106934 Iteration 43Q: 3 clusters Score -710207 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -710207.062500 Penalty: 4160.106934 Iteration 44Q: 3 clusters Score -710207.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -710208.062500 Penalty: 4160.106934 Iteration 45Q: 3 clusters Score -710208.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -710206.375000 Penalty: 4160.106934 Iteration 46Q: 3 clusters Score -710206.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -710206.375000 Penalty: 4160.106934 Iteration 47F: 3 clusters Score -710206.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (18406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18406 members Entering Unmasked Estep Score: -2971987.250000 Penalty: 2435.467041 Iteration 0F: 2 clusters Score -2971987 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -2959012.750000 Penalty: 4870.934082 Iteration 0F: 3 clusters Score -2959013 nChanged 8022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8742 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -2963173.250000 Penalty: 4870.934082 Iteration 1F: 3 clusters Score -2963173 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -2963661.500000 Penalty: 4870.934082 Iteration 2F: 3 clusters Score -2963662 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 10280 members Entering Unmasked Estep Score: -2964182.750000 Penalty: 4870.934082 Iteration 3F: 3 clusters Score -2964183 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -2964729.750000 Penalty: 4870.934082 Iteration 4F: 3 clusters Score -2964730 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -2965296.500000 Penalty: 4870.934082 Iteration 5F: 3 clusters Score -2965296 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 11722 members Entering Unmasked Estep Score: -2965920.250000 Penalty: 4870.934082 Iteration 6F: 3 clusters Score -2965920 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -2966495.500000 Penalty: 4870.934082 Iteration 7F: 3 clusters Score -2966496 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 12729 members Entering Unmasked Estep Score: -2967000.750000 Penalty: 4870.934082 Iteration 8Q: 3 clusters Score -2967001 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 13188 members Entering Unmasked Estep Score: -2967386.500000 Penalty: 4870.934082 Iteration 9Q: 3 clusters Score -2967386 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -2967677.750000 Penalty: 4870.934082 Iteration 10Q: 3 clusters Score -2967678 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 14021 members Entering Unmasked Estep Score: -2967909.000000 Penalty: 4870.934082 Iteration 11Q: 3 clusters Score -2967909 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4030 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -2968135.750000 Penalty: 4870.934082 Iteration 12Q: 3 clusters Score -2968136 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 14702 members Entering Unmasked Estep Score: -2968347.500000 Penalty: 4870.934082 Iteration 13Q: 3 clusters Score -2968348 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 15051 members Entering Unmasked Estep Score: -2968543.750000 Penalty: 4870.934082 Iteration 14Q: 3 clusters Score -2968544 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 15340 members Entering Unmasked Estep Score: -2968697.500000 Penalty: 4870.934082 Iteration 15Q: 3 clusters Score -2968698 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 15596 members Entering Unmasked Estep Score: -2968801.500000 Penalty: 4870.934082 Iteration 16Q: 3 clusters Score -2968802 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 15840 members Entering Unmasked Estep Score: -2968909.000000 Penalty: 4870.934082 Iteration 17Q: 3 clusters Score -2968909 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 16038 members Entering Unmasked Estep Score: -2968991.500000 Penalty: 4870.934082 Iteration 18Q: 3 clusters Score -2968992 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 16210 members Entering Unmasked Estep Score: -2969065.750000 Penalty: 4870.934082 Iteration 19Q: 3 clusters Score -2969066 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 16379 members Entering Unmasked Estep Score: -2969136.250000 Penalty: 4870.934082 Iteration 20F: 3 clusters Score -2969136 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 16552 members Entering Unmasked Estep Score: -2969224.250000 Penalty: 4870.934082 Iteration 21Q: 3 clusters Score -2969224 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 16718 members Entering Unmasked Estep Score: -2969294.750000 Penalty: 4870.934082 Iteration 22Q: 3 clusters Score -2969295 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 16873 members Entering Unmasked Estep Score: -2969369.250000 Penalty: 4870.934082 Iteration 23Q: 3 clusters Score -2969369 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 17003 members Entering Unmasked Estep Score: -2969436.250000 Penalty: 4870.934082 Iteration 24Q: 3 clusters Score -2969436 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 17133 members Entering Unmasked Estep Score: -2969513.250000 Penalty: 4870.934082 Iteration 25Q: 3 clusters Score -2969513 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 17260 members Entering Unmasked Estep Score: -2969582.000000 Penalty: 4870.934082 Iteration 26Q: 3 clusters Score -2969582 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 17367 members Entering Unmasked Estep Score: -2969641.750000 Penalty: 4870.934082 Iteration 27Q: 3 clusters Score -2969642 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 17461 members Entering Unmasked Estep Score: -2969685.250000 Penalty: 4870.934082 Iteration 28Q: 3 clusters Score -2969685 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 17531 members Entering Unmasked Estep Score: -2969733.500000 Penalty: 4870.934082 Iteration 29Q: 3 clusters Score -2969734 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 17580 members Entering Unmasked Estep Score: -2969755.500000 Penalty: 4870.934082 Iteration 30Q: 3 clusters Score -2969756 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 17624 members Entering Unmasked Estep Score: -2969778.000000 Penalty: 4870.934082 Iteration 31Q: 3 clusters Score -2969778 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 17660 members Entering Unmasked Estep Score: -2969804.000000 Penalty: 4870.934082 Iteration 32Q: 3 clusters Score -2969804 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 17697 members Entering Unmasked Estep Score: -2969834.000000 Penalty: 4870.934082 Iteration 33Q: 3 clusters Score -2969834 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 17733 members Entering Unmasked Estep Score: -2969855.750000 Penalty: 4870.934082 Iteration 34Q: 3 clusters Score -2969856 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 17760 members Entering Unmasked Estep Score: -2969867.250000 Penalty: 4870.934082 Iteration 35Q: 3 clusters Score -2969867 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 17785 members Entering Unmasked Estep Score: -2969881.500000 Penalty: 4870.934082 Iteration 36Q: 3 clusters Score -2969882 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 17802 members Entering Unmasked Estep Score: -2969894.250000 Penalty: 4870.934082 Iteration 37Q: 3 clusters Score -2969894 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 17816 members Entering Unmasked Estep Score: -2969902.750000 Penalty: 4870.934082 Iteration 38Q: 3 clusters Score -2969903 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 17829 members Entering Unmasked Estep Score: -2969908.250000 Penalty: 4870.934082 Iteration 39Q: 3 clusters Score -2969908 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 17845 members Entering Unmasked Estep Score: -2969923.000000 Penalty: 4870.934082 Iteration 40F: 3 clusters Score -2969923 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 17859 members Entering Unmasked Estep Score: -2969933.250000 Penalty: 4870.934082 Iteration 41Q: 3 clusters Score -2969933 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 17869 members Entering Unmasked Estep Score: -2969944.500000 Penalty: 4870.934082 Iteration 42Q: 3 clusters Score -2969944 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 17880 members Entering Unmasked Estep Score: -2969956.250000 Penalty: 4870.934082 Iteration 43Q: 3 clusters Score -2969956 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 17891 members Entering Unmasked Estep Score: -2969962.500000 Penalty: 4870.934082 Iteration 44Q: 3 clusters Score -2969962 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 17899 members Entering Unmasked Estep Score: -2969974.500000 Penalty: 4870.934082 Iteration 45Q: 3 clusters Score -2969974 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 17903 members Entering Unmasked Estep Score: -2969976.250000 Penalty: 4870.934082 Iteration 46Q: 3 clusters Score -2969976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 17909 members Entering Unmasked Estep Score: -2969982.500000 Penalty: 4870.934082 Iteration 47Q: 3 clusters Score -2969982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 17913 members Entering Unmasked Estep Score: -2969983.000000 Penalty: 4870.934082 Iteration 48Q: 3 clusters Score -2969983 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 17918 members Entering Unmasked Estep Score: -2969980.750000 Penalty: 4870.934082 Iteration 49Q: 3 clusters Score -2969981 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 17921 members Entering Unmasked Estep Score: -2969985.500000 Penalty: 4870.934082 Iteration 50Q: 3 clusters Score -2969986 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 17921 members Entering Unmasked Estep Score: -2969985.500000 Penalty: 4870.934082 Iteration 51F: 3 clusters Score -2969986 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (67585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67585 members Entering Unmasked Estep Score: -11055477.000000 Penalty: 2758.042969 Iteration 0F: 2 clusters Score -1.105548e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33634 members Mstep: Class 2 contains 33951 members Entering Unmasked Estep Score: -11010831.000000 Penalty: 5516.085938 Iteration 0F: 3 clusters Score -1.101083e+07 nChanged 31621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32033 members Mstep: Class 2 contains 35552 members Entering Unmasked Estep Score: -11029581.000000 Penalty: 5516.085938 Iteration 1F: 3 clusters Score -1.102958e+07 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31001 members Mstep: Class 2 contains 36584 members Entering Unmasked Estep Score: -11030775.000000 Penalty: 5516.085938 Iteration 2Q: 3 clusters Score -1.103078e+07 nChanged 3043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29658 members Mstep: Class 2 contains 37927 members Entering Unmasked Estep Score: -11032171.000000 Penalty: 5516.085938 Iteration 3Q: 3 clusters Score -1.103217e+07 nChanged 3302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27912 members Mstep: Class 2 contains 39673 members Entering Unmasked Estep Score: -11033829.000000 Penalty: 5516.085938 Iteration 4Q: 3 clusters Score -1.103383e+07 nChanged 3532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25680 members Mstep: Class 2 contains 41905 members Entering Unmasked Estep Score: -11035816.000000 Penalty: 5516.085938 Iteration 5F: 3 clusters Score -1.103582e+07 nChanged 3729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23039 members Mstep: Class 2 contains 44546 members Entering Unmasked Estep Score: -11038059.000000 Penalty: 5516.085938 Iteration 6F: 3 clusters Score -1.103806e+07 nChanged 3733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20184 members Mstep: Class 2 contains 47401 members Entering Unmasked Estep Score: -11040455.000000 Penalty: 5516.085938 Iteration 7F: 3 clusters Score -1.104046e+07 nChanged 3577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17353 members Mstep: Class 2 contains 50232 members Entering Unmasked Estep Score: -11042752.000000 Penalty: 5516.085938 Iteration 8F: 3 clusters Score -1.104275e+07 nChanged 3173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14762 members Mstep: Class 2 contains 52823 members Entering Unmasked Estep Score: -11044819.000000 Penalty: 5516.085938 Iteration 9Q: 3 clusters Score -1.104482e+07 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 55129 members Entering Unmasked Estep Score: -11046548.000000 Penalty: 5516.085938 Iteration 10Q: 3 clusters Score -1.104655e+07 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 57088 members Entering Unmasked Estep Score: -11047793.000000 Penalty: 5516.085938 Iteration 11Q: 3 clusters Score -1.104779e+07 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 58632 members Entering Unmasked Estep Score: -11048691.000000 Penalty: 5516.085938 Iteration 12Q: 3 clusters Score -1.104869e+07 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7629 members Mstep: Class 2 contains 59956 members Entering Unmasked Estep Score: -11049399.000000 Penalty: 5516.085938 Iteration 13Q: 3 clusters Score -1.10494e+07 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 61085 members Entering Unmasked Estep Score: -11049929.000000 Penalty: 5516.085938 Iteration 14Q: 3 clusters Score -1.104993e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 62063 members Entering Unmasked Estep Score: -11050391.000000 Penalty: 5516.085938 Iteration 15Q: 3 clusters Score -1.105039e+07 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 62897 members Entering Unmasked Estep Score: -11050828.000000 Penalty: 5516.085938 Iteration 16Q: 3 clusters Score -1.105083e+07 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 63653 members Entering Unmasked Estep Score: -11051215.000000 Penalty: 5516.085938 Iteration 17Q: 3 clusters Score -1.105122e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 64263 members Entering Unmasked Estep Score: -11051590.000000 Penalty: 5516.085938 Iteration 18Q: 3 clusters Score -1.105159e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 64773 members Entering Unmasked Estep Score: -11051866.000000 Penalty: 5516.085938 Iteration 19Q: 3 clusters Score -1.105187e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 65186 members Entering Unmasked Estep Score: -11052122.000000 Penalty: 5516.085938 Iteration 20F: 3 clusters Score -1.105212e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 65536 members Entering Unmasked Estep Score: -11052291.000000 Penalty: 5516.085938 Iteration 21Q: 3 clusters Score -1.105229e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 65830 members Entering Unmasked Estep Score: -11052460.000000 Penalty: 5516.085938 Iteration 22Q: 3 clusters Score -1.105246e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 66027 members Entering Unmasked Estep Score: -11052595.000000 Penalty: 5516.085938 Iteration 23Q: 3 clusters Score -1.10526e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 66209 members Entering Unmasked Estep Score: -11052728.000000 Penalty: 5516.085938 Iteration 24Q: 3 clusters Score -1.105273e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 66347 members Entering Unmasked Estep Score: -11052780.000000 Penalty: 5516.085938 Iteration 25Q: 3 clusters Score -1.105278e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 66451 members Entering Unmasked Estep Score: -11052874.000000 Penalty: 5516.085938 Iteration 26Q: 3 clusters Score -1.105287e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 66527 members Entering Unmasked Estep Score: -11052930.000000 Penalty: 5516.085938 Iteration 27Q: 3 clusters Score -1.105293e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 66588 members Entering Unmasked Estep Score: -11052938.000000 Penalty: 5516.085938 Iteration 28Q: 3 clusters Score -1.105294e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 66628 members Entering Unmasked Estep Score: -11052962.000000 Penalty: 5516.085938 Iteration 29Q: 3 clusters Score -1.105296e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 66656 members Entering Unmasked Estep Score: -11052997.000000 Penalty: 5516.085938 Iteration 30Q: 3 clusters Score -1.1053e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 66680 members Entering Unmasked Estep Score: -11053002.000000 Penalty: 5516.085938 Iteration 31Q: 3 clusters Score -1.1053e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 66701 members Entering Unmasked Estep Score: -11053021.000000 Penalty: 5516.085938 Iteration 32Q: 3 clusters Score -1.105302e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 66729 members Entering Unmasked Estep Score: -11053048.000000 Penalty: 5516.085938 Iteration 33Q: 3 clusters Score -1.105305e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 66748 members Entering Unmasked Estep Score: -11053061.000000 Penalty: 5516.085938 Iteration 34Q: 3 clusters Score -1.105306e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 66766 members Entering Unmasked Estep Score: -11053064.000000 Penalty: 5516.085938 Iteration 35Q: 3 clusters Score -1.105306e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 66775 members Entering Unmasked Estep Score: -11053066.000000 Penalty: 5516.085938 Iteration 36Q: 3 clusters Score -1.105307e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 66792 members Entering Unmasked Estep Score: -11053095.000000 Penalty: 5516.085938 Iteration 37Q: 3 clusters Score -1.10531e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 66803 members Entering Unmasked Estep Score: -11053096.000000 Penalty: 5516.085938 Iteration 38Q: 3 clusters Score -1.10531e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 66815 members Entering Unmasked Estep Score: -11053097.000000 Penalty: 5516.085938 Iteration 39Q: 3 clusters Score -1.10531e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 66820 members Entering Unmasked Estep Score: -11053096.000000 Penalty: 5516.085938 Iteration 40F: 3 clusters Score -1.10531e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 66827 members Entering Unmasked Estep Score: -11053105.000000 Penalty: 5516.085938 Iteration 41Q: 3 clusters Score -1.10531e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 66828 members Entering Unmasked Estep Score: -11053104.000000 Penalty: 5516.085938 Iteration 42Q: 3 clusters Score -1.10531e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 66830 members Entering Unmasked Estep Score: -11053104.000000 Penalty: 5516.085938 Iteration 43Q: 3 clusters Score -1.10531e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 66830 members Entering Unmasked Estep Score: -11053102.000000 Penalty: 5516.085938 Iteration 44Q: 3 clusters Score -1.10531e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 66834 members Entering Unmasked Estep Score: -11053107.000000 Penalty: 5516.085938 Iteration 45Q: 3 clusters Score -1.105311e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 66836 members Entering Unmasked Estep Score: -11053106.000000 Penalty: 5516.085938 Iteration 46Q: 3 clusters Score -1.105311e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 66838 members Entering Unmasked Estep Score: -11053109.000000 Penalty: 5516.085938 Iteration 47Q: 3 clusters Score -1.105311e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 66840 members Entering Unmasked Estep Score: -11053102.000000 Penalty: 5516.085938 Iteration 48Q: 3 clusters Score -1.10531e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 66842 members Entering Unmasked Estep Score: -11053106.000000 Penalty: 5516.085938 Iteration 49Q: 3 clusters Score -1.105311e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 66844 members Entering Unmasked Estep Score: -11053100.000000 Penalty: 5516.085938 Iteration 50Q: 3 clusters Score -1.10531e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 66844 members Entering Unmasked Estep Score: -11053100.000000 Penalty: 5516.085938 Iteration 51F: 3 clusters Score -1.10531e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3148 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Entering Unmasked Estep Score: -519555.437500 Penalty: 1997.521606 Iteration 0F: 2 clusters Score -519555.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -516213.468750 Penalty: 3995.043213 Iteration 0F: 3 clusters Score -516213.5 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -516934.625000 Penalty: 3995.043213 Iteration 1F: 3 clusters Score -516934.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -517097.937500 Penalty: 3995.043213 Iteration 2F: 3 clusters Score -517097.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -517177.906250 Penalty: 3995.043213 Iteration 3Q: 3 clusters Score -517177.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -517223.250000 Penalty: 3995.043213 Iteration 4Q: 3 clusters Score -517223.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -517261.750000 Penalty: 3995.043213 Iteration 5Q: 3 clusters Score -517261.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -517294.875000 Penalty: 3995.043213 Iteration 6Q: 3 clusters Score -517294.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -517315.718750 Penalty: 3995.043213 Iteration 7Q: 3 clusters Score -517315.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -517332.531250 Penalty: 3995.043213 Iteration 8Q: 3 clusters Score -517332.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -517348.531250 Penalty: 3995.043213 Iteration 9Q: 3 clusters Score -517348.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -517357.562500 Penalty: 3995.043213 Iteration 10Q: 3 clusters Score -517357.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -517363.562500 Penalty: 3995.043213 Iteration 11Q: 3 clusters Score -517363.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -517369.218750 Penalty: 3995.043213 Iteration 12Q: 3 clusters Score -517369.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -517375.125000 Penalty: 3995.043213 Iteration 13Q: 3 clusters Score -517375.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -517382.000000 Penalty: 3995.043213 Iteration 14Q: 3 clusters Score -517382 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -517387.250000 Penalty: 3995.043213 Iteration 15Q: 3 clusters Score -517387.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -517393.437500 Penalty: 3995.043213 Iteration 16Q: 3 clusters Score -517393.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -517398.437500 Penalty: 3995.043213 Iteration 17Q: 3 clusters Score -517398.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -517406.156250 Penalty: 3995.043213 Iteration 18Q: 3 clusters Score -517406.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -517414.093750 Penalty: 3995.043213 Iteration 19Q: 3 clusters Score -517414.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -517424.687500 Penalty: 3995.043213 Iteration 20F: 3 clusters Score -517424.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -517431.062500 Penalty: 3995.043213 Iteration 21Q: 3 clusters Score -517431.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -517438.968750 Penalty: 3995.043213 Iteration 22Q: 3 clusters Score -517439 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -517447.031250 Penalty: 3995.043213 Iteration 23Q: 3 clusters Score -517447 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -517458.906250 Penalty: 3995.043213 Iteration 24Q: 3 clusters Score -517458.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -517472.687500 Penalty: 3995.043213 Iteration 25Q: 3 clusters Score -517472.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -517484.968750 Penalty: 3995.043213 Iteration 26Q: 3 clusters Score -517485 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -517493.093750 Penalty: 3995.043213 Iteration 27Q: 3 clusters Score -517493.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -517502.625000 Penalty: 3995.043213 Iteration 28Q: 3 clusters Score -517502.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -517517.593750 Penalty: 3995.043213 Iteration 29Q: 3 clusters Score -517517.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -517529.750000 Penalty: 3995.043213 Iteration 30Q: 3 clusters Score -517529.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -517545.375000 Penalty: 3995.043213 Iteration 31Q: 3 clusters Score -517545.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -517558.687500 Penalty: 3995.043213 Iteration 32Q: 3 clusters Score -517558.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -517574.937500 Penalty: 3995.043213 Iteration 33Q: 3 clusters Score -517574.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -517585.437500 Penalty: 3995.043213 Iteration 34Q: 3 clusters Score -517585.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -517600.093750 Penalty: 3995.043213 Iteration 35Q: 3 clusters Score -517600.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -517615.687500 Penalty: 3995.043213 Iteration 36Q: 3 clusters Score -517615.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -517630.687500 Penalty: 3995.043213 Iteration 37Q: 3 clusters Score -517630.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -517645.750000 Penalty: 3995.043213 Iteration 38Q: 3 clusters Score -517645.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -517668.687500 Penalty: 3995.043213 Iteration 39Q: 3 clusters Score -517668.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -517686.000000 Penalty: 3995.043213 Iteration 40F: 3 clusters Score -517686 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -517706.687500 Penalty: 3995.043213 Iteration 41Q: 3 clusters Score -517706.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -517732.125000 Penalty: 3995.043213 Iteration 42Q: 3 clusters Score -517732.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -517768.656250 Penalty: 3995.043213 Iteration 43Q: 3 clusters Score -517768.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -517808.593750 Penalty: 3995.043213 Iteration 44Q: 3 clusters Score -517808.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -517865.125000 Penalty: 3995.043213 Iteration 45Q: 3 clusters Score -517865.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -517915.093750 Penalty: 3995.043213 Iteration 46Q: 3 clusters Score -517915.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -517939.093750 Penalty: 3995.043213 Iteration 47Q: 3 clusters Score -517939.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -517968.562500 Penalty: 3995.043213 Iteration 48Q: 3 clusters Score -517968.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -517989.500000 Penalty: 3995.043213 Iteration 49Q: 3 clusters Score -517989.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -518004.968750 Penalty: 3995.043213 Iteration 50Q: 3 clusters Score -518005 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -518025.375000 Penalty: 3995.043213 Iteration 51Q: 3 clusters Score -518025.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -518047.718750 Penalty: 3995.043213 Iteration 52Q: 3 clusters Score -518047.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -518063.156250 Penalty: 3995.043213 Iteration 53Q: 3 clusters Score -518063.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -518072.218750 Penalty: 3995.043213 Iteration 54Q: 3 clusters Score -518072.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -518083.843750 Penalty: 3995.043213 Iteration 55Q: 3 clusters Score -518083.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -518095.000000 Penalty: 3995.043213 Iteration 56Q: 3 clusters Score -518095 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -518109.218750 Penalty: 3995.043213 Iteration 57Q: 3 clusters Score -518109.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -518122.093750 Penalty: 3995.043213 Iteration 58Q: 3 clusters Score -518122.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -518130.406250 Penalty: 3995.043213 Iteration 59Q: 3 clusters Score -518130.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -518136.468750 Penalty: 3995.043213 Iteration 60F: 3 clusters Score -518136.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -518146.187500 Penalty: 3995.043213 Iteration 61Q: 3 clusters Score -518146.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -518152.906250 Penalty: 3995.043213 Iteration 62Q: 3 clusters Score -518152.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -518164.937500 Penalty: 3995.043213 Iteration 63Q: 3 clusters Score -518164.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -518172.093750 Penalty: 3995.043213 Iteration 64Q: 3 clusters Score -518172.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -518175.500000 Penalty: 3995.043213 Iteration 65Q: 3 clusters Score -518175.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -518177.562500 Penalty: 3995.043213 Iteration 66Q: 3 clusters Score -518177.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -518178.718750 Penalty: 3995.043213 Iteration 67Q: 3 clusters Score -518178.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -518182.093750 Penalty: 3995.043213 Iteration 68Q: 3 clusters Score -518182.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -518184.093750 Penalty: 3995.043213 Iteration 69Q: 3 clusters Score -518184.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -518185.937500 Penalty: 3995.043213 Iteration 70Q: 3 clusters Score -518185.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -518185.937500 Penalty: 3995.043213 Iteration 71F: 3 clusters Score -518185.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (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: -58525.589844 Penalty: 1518.921509 Iteration 0F: 2 clusters Score -58525.59 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 231 members Entering Unmasked Estep Score: -57495.265625 Penalty: 3037.843018 Iteration 0F: 3 clusters Score -57495.27 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -58086.425781 Penalty: 3037.843018 Iteration 1F: 3 clusters Score -58086.43 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -58488.007812 Penalty: 3037.843018 Iteration 2F: 3 clusters Score -58488.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -58790.695312 Penalty: 3037.843018 Iteration 3F: 3 clusters Score -58790.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -58896.582031 Penalty: 3037.843018 Iteration 4Q: 3 clusters Score -58896.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -59095.257812 Penalty: 3037.843018 Iteration 5Q: 3 clusters Score -59095.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -59275.628906 Penalty: 3037.843018 Iteration 6Q: 3 clusters Score -59275.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -59284.335938 Penalty: 3037.843018 Iteration 7Q: 3 clusters Score -59284.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -59291.035156 Penalty: 3037.843018 Iteration 8Q: 3 clusters Score -59291.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -59302.363281 Penalty: 3037.843018 Iteration 9F: 3 clusters Score -59302.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -59393.687500 Penalty: 3037.843018 Iteration 10Q: 3 clusters Score -59393.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -59399.921875 Penalty: 3037.843018 Iteration 11Q: 3 clusters Score -59399.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -59419.449219 Penalty: 3037.843018 Iteration 12Q: 3 clusters Score -59419.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -59429.347656 Penalty: 3037.843018 Iteration 13Q: 3 clusters Score -59429.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -59432.585938 Penalty: 3037.843018 Iteration 14Q: 3 clusters Score -59432.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -59441.800781 Penalty: 3037.843018 Iteration 15Q: 3 clusters Score -59441.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -59451.304688 Penalty: 3037.843018 Iteration 16Q: 3 clusters Score -59451.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -59466.683594 Penalty: 3037.843018 Iteration 17Q: 3 clusters Score -59466.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -59466.683594 Penalty: 3037.843018 Iteration 18F: 3 clusters Score -59466.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 134 members Mstep: Class 3 contains 4391 members Mstep: Class 4 contains 18406 members Mstep: Class 8 contains 67585 members Mstep: Class 9 contains 3148 members Mstep: Class 10 contains 323 members Mstep: Class 11 contains 7269 members Mstep: Class 12 contains 25737 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 2993 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 4053 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1647 members Entering Unmasked Estep Score: -22347918.000000 Penalty: 46985.851562 Splitting cluster 10 changes total score from -22348292.000000 to -22347918.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (7269 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Entering Unmasked Estep Score: -1196519.750000 Penalty: 2205.060547 Iteration 0F: 2 clusters Score -1196520 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -1190549.625000 Penalty: 4410.121094 Iteration 0F: 3 clusters Score -1190550 nChanged 2915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1192098.000000 Penalty: 4410.121094 Iteration 1F: 3 clusters Score -1192098 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1192354.375000 Penalty: 4410.121094 Iteration 2F: 3 clusters Score -1192354 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1192529.000000 Penalty: 4410.121094 Iteration 3F: 3 clusters Score -1192529 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1192647.375000 Penalty: 4410.121094 Iteration 4Q: 3 clusters Score -1192647 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -1192722.250000 Penalty: 4410.121094 Iteration 5Q: 3 clusters Score -1192722 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1192778.500000 Penalty: 4410.121094 Iteration 6Q: 3 clusters Score -1192778 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1192835.125000 Penalty: 4410.121094 Iteration 7Q: 3 clusters Score -1192835 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1192877.625000 Penalty: 4410.121094 Iteration 8Q: 3 clusters Score -1192878 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -1192917.375000 Penalty: 4410.121094 Iteration 9Q: 3 clusters Score -1192917 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1192953.125000 Penalty: 4410.121094 Iteration 10Q: 3 clusters Score -1192953 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -1192992.125000 Penalty: 4410.121094 Iteration 11Q: 3 clusters Score -1192992 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1193029.250000 Penalty: 4410.121094 Iteration 12Q: 3 clusters Score -1193029 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -1193073.750000 Penalty: 4410.121094 Iteration 13Q: 3 clusters Score -1193074 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -1193126.250000 Penalty: 4410.121094 Iteration 14Q: 3 clusters Score -1193126 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -1193187.625000 Penalty: 4410.121094 Iteration 15Q: 3 clusters Score -1193188 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -1193263.000000 Penalty: 4410.121094 Iteration 16Q: 3 clusters Score -1193263 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -1193337.875000 Penalty: 4410.121094 Iteration 17Q: 3 clusters Score -1193338 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -1193426.625000 Penalty: 4410.121094 Iteration 18Q: 3 clusters Score -1193427 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -1193533.500000 Penalty: 4410.121094 Iteration 19Q: 3 clusters Score -1193534 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1193663.000000 Penalty: 4410.121094 Iteration 20F: 3 clusters Score -1193663 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -1193814.750000 Penalty: 4410.121094 Iteration 21Q: 3 clusters Score -1193815 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 6066 members Entering Unmasked Estep Score: -1193967.375000 Penalty: 4410.121094 Iteration 22Q: 3 clusters Score -1193967 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1194108.625000 Penalty: 4410.121094 Iteration 23Q: 3 clusters Score -1194109 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -1194239.750000 Penalty: 4410.121094 Iteration 24Q: 3 clusters Score -1194240 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -1194358.875000 Penalty: 4410.121094 Iteration 25Q: 3 clusters Score -1194359 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -1194443.750000 Penalty: 4410.121094 Iteration 26Q: 3 clusters Score -1194444 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -1194506.125000 Penalty: 4410.121094 Iteration 27Q: 3 clusters Score -1194506 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1194572.250000 Penalty: 4410.121094 Iteration 28Q: 3 clusters Score -1194572 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -1194622.375000 Penalty: 4410.121094 Iteration 29Q: 3 clusters Score -1194622 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -1194652.125000 Penalty: 4410.121094 Iteration 30Q: 3 clusters Score -1194652 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 6855 members Entering Unmasked Estep Score: -1194684.625000 Penalty: 4410.121094 Iteration 31Q: 3 clusters Score -1194685 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -1194707.375000 Penalty: 4410.121094 Iteration 32Q: 3 clusters Score -1194707 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 6895 members Entering Unmasked Estep Score: -1194731.125000 Penalty: 4410.121094 Iteration 33Q: 3 clusters Score -1194731 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -1194740.875000 Penalty: 4410.121094 Iteration 34Q: 3 clusters Score -1194741 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 6921 members Entering Unmasked Estep Score: -1194758.125000 Penalty: 4410.121094 Iteration 35Q: 3 clusters Score -1194758 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -1194770.750000 Penalty: 4410.121094 Iteration 36Q: 3 clusters Score -1194771 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 6938 members Entering Unmasked Estep Score: -1194779.625000 Penalty: 4410.121094 Iteration 37Q: 3 clusters Score -1194780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -1194782.125000 Penalty: 4410.121094 Iteration 38Q: 3 clusters Score -1194782 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -1194782.125000 Penalty: 4410.121094 Iteration 39F: 3 clusters Score -1194782 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (25737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25737 members Entering Unmasked Estep Score: -4266346.000000 Penalty: 2518.609863 Iteration 0F: 2 clusters Score -4266346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 12769 members Entering Unmasked Estep Score: -4248561.500000 Penalty: 5037.219727 Iteration 0F: 3 clusters Score -4248562 nChanged 11485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13217 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -4254705.000000 Penalty: 5037.219727 Iteration 1F: 3 clusters Score -4254705 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 12396 members Entering Unmasked Estep Score: -4255100.000000 Penalty: 5037.219727 Iteration 2Q: 3 clusters Score -4255100 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13556 members Mstep: Class 2 contains 12181 members Entering Unmasked Estep Score: -4255445.000000 Penalty: 5037.219727 Iteration 3Q: 3 clusters Score -4255445 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13819 members Mstep: Class 2 contains 11918 members Entering Unmasked Estep Score: -4255755.500000 Penalty: 5037.219727 Iteration 4Q: 3 clusters Score -4255756 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14155 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -4256015.500000 Penalty: 5037.219727 Iteration 5Q: 3 clusters Score -4256016 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Mstep: Class 2 contains 11156 members Entering Unmasked Estep Score: -4256289.000000 Penalty: 5037.219727 Iteration 6Q: 3 clusters Score -4256289 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15095 members Mstep: Class 2 contains 10642 members Entering Unmasked Estep Score: -4256588.000000 Penalty: 5037.219727 Iteration 7Q: 3 clusters Score -4256588 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15726 members Mstep: Class 2 contains 10011 members Entering Unmasked Estep Score: -4256922.500000 Penalty: 5037.219727 Iteration 8Q: 3 clusters Score -4256922 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16491 members Mstep: Class 2 contains 9246 members Entering Unmasked Estep Score: -4257354.500000 Penalty: 5037.219727 Iteration 9Q: 3 clusters Score -4257354 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17437 members Mstep: Class 2 contains 8300 members Entering Unmasked Estep Score: -4257919.000000 Penalty: 5037.219727 Iteration 10Q: 3 clusters Score -4257919 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18539 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -4258744.000000 Penalty: 5037.219727 Iteration 11Q: 3 clusters Score -4258744 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19819 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -4259867.500000 Penalty: 5037.219727 Iteration 12F: 3 clusters Score -4259868 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21097 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -4261051.500000 Penalty: 5037.219727 Iteration 13F: 3 clusters Score -4261052 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22094 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -4261917.500000 Penalty: 5037.219727 Iteration 14Q: 3 clusters Score -4261918 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22912 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -4262575.500000 Penalty: 5037.219727 Iteration 15Q: 3 clusters Score -4262576 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23554 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -4263042.500000 Penalty: 5037.219727 Iteration 16Q: 3 clusters Score -4263042 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24015 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -4263426.000000 Penalty: 5037.219727 Iteration 17Q: 3 clusters Score -4263426 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24343 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -4263671.500000 Penalty: 5037.219727 Iteration 18Q: 3 clusters Score -4263672 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24556 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -4263841.500000 Penalty: 5037.219727 Iteration 19Q: 3 clusters Score -4263842 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24699 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -4263957.000000 Penalty: 5037.219727 Iteration 20F: 3 clusters Score -4263957 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24800 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -4264036.500000 Penalty: 5037.219727 Iteration 21Q: 3 clusters Score -4264036 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24870 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -4264087.500000 Penalty: 5037.219727 Iteration 22Q: 3 clusters Score -4264088 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24918 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -4264122.500000 Penalty: 5037.219727 Iteration 23Q: 3 clusters Score -4264122 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24948 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -4264142.000000 Penalty: 5037.219727 Iteration 24Q: 3 clusters Score -4264142 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24966 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -4264153.500000 Penalty: 5037.219727 Iteration 25Q: 3 clusters Score -4264154 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24987 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -4264163.500000 Penalty: 5037.219727 Iteration 26Q: 3 clusters Score -4264164 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25003 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -4264176.500000 Penalty: 5037.219727 Iteration 27Q: 3 clusters Score -4264176 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25013 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -4264185.000000 Penalty: 5037.219727 Iteration 28Q: 3 clusters Score -4264185 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25022 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -4264187.500000 Penalty: 5037.219727 Iteration 29Q: 3 clusters Score -4264188 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25029 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -4264194.500000 Penalty: 5037.219727 Iteration 30Q: 3 clusters Score -4264194 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25034 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -4264194.500000 Penalty: 5037.219727 Iteration 31Q: 3 clusters Score -4264194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25032 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -4264200.000000 Penalty: 5037.219727 Iteration 32Q: 3 clusters Score -4264200 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25032 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -4264195.500000 Penalty: 5037.219727 Iteration 33Q: 3 clusters Score -4264196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25032 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -4264200.500000 Penalty: 5037.219727 Iteration 34Q: 3 clusters Score -4264200 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25037 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -4264205.500000 Penalty: 5037.219727 Iteration 35Q: 3 clusters Score -4264206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25040 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -4264211.500000 Penalty: 5037.219727 Iteration 36Q: 3 clusters Score -4264212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25042 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -4264212.000000 Penalty: 5037.219727 Iteration 37Q: 3 clusters Score -4264212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25043 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -4264207.000000 Penalty: 5037.219727 Iteration 38Q: 3 clusters Score -4264207 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25045 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -4264209.500000 Penalty: 5037.219727 Iteration 39Q: 3 clusters Score -4264210 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25047 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -4264211.000000 Penalty: 5037.219727 Iteration 40F: 3 clusters Score -4264211 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25050 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -4264214.000000 Penalty: 5037.219727 Iteration 41Q: 3 clusters Score -4264214 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25053 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -4264216.500000 Penalty: 5037.219727 Iteration 42Q: 3 clusters Score -4264216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25055 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -4264214.000000 Penalty: 5037.219727 Iteration 43Q: 3 clusters Score -4264214 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25057 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -4264218.500000 Penalty: 5037.219727 Iteration 44Q: 3 clusters Score -4264218 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25059 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -4264224.000000 Penalty: 5037.219727 Iteration 45Q: 3 clusters Score -4264224 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25062 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -4264223.000000 Penalty: 5037.219727 Iteration 46Q: 3 clusters Score -4264223 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25062 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -4264223.500000 Penalty: 5037.219727 Iteration 47Q: 3 clusters Score -4264224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25064 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -4264223.000000 Penalty: 5037.219727 Iteration 48Q: 3 clusters Score -4264223 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25067 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -4264228.500000 Penalty: 5037.219727 Iteration 49Q: 3 clusters Score -4264228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25067 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -4264228.500000 Penalty: 5037.219727 Iteration 50F: 3 clusters Score -4264228 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -98717.992188 Penalty: 1623.958374 Iteration 0F: 2 clusters Score -98717.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. 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: -97193.484375 Penalty: 3247.916748 Iteration 0F: 3 clusters Score -97193.48 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -97613.125000 Penalty: 3247.916748 Iteration 1F: 3 clusters Score -97613.12 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -97812.843750 Penalty: 3247.916748 Iteration 2F: 3 clusters Score -97812.84 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -98019.703125 Penalty: 3247.916748 Iteration 3F: 3 clusters Score -98019.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -98273.953125 Penalty: 3247.916748 Iteration 4F: 3 clusters Score -98273.95 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -98744.531250 Penalty: 3247.916748 Iteration 5F: 3 clusters Score -98744.53 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -98892.257812 Penalty: 3247.916748 Iteration 6Q: 3 clusters Score -98892.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -98956.656250 Penalty: 3247.916748 Iteration 7Q: 3 clusters Score -98956.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -98972.234375 Penalty: 3247.916748 Iteration 8Q: 3 clusters Score -98972.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -98982.218750 Penalty: 3247.916748 Iteration 9Q: 3 clusters Score -98982.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -98986.968750 Penalty: 3247.916748 Iteration 10Q: 3 clusters Score -98986.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -98989.929688 Penalty: 3247.916748 Iteration 11Q: 3 clusters Score -98989.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -98989.929688 Penalty: 3247.916748 Iteration 12F: 3 clusters Score -98989.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 580 members Mstep: Class 3 contains 4391 members Mstep: Class 4 contains 18406 members Mstep: Class 8 contains 67585 members Mstep: Class 9 contains 3148 members Mstep: Class 10 contains 457 members Mstep: Class 11 contains 7269 members Mstep: Class 12 contains 25737 members Mstep: Class 13 contains 118 members Mstep: Class 15 contains 1343 members Mstep: Class 16 contains 2993 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 4053 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1647 members Entering Unmasked Estep Score: -22347368.000000 Penalty: 46985.851562 Splitting cluster 13 changes total score from -22348292.000000 to -22347368.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Entering Unmasked Estep Score: -181741.921875 Penalty: 1786.259888 Iteration 0F: 2 clusters Score -181741.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -179787.062500 Penalty: 3572.519775 Iteration 0F: 3 clusters Score -179787.1 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -181807.250000 Penalty: 3572.519775 Iteration 1F: 3 clusters Score -181807.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -183744.968750 Penalty: 3572.519775 Iteration 2F: 3 clusters Score -183745 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -184300.703125 Penalty: 3572.519775 Iteration 3F: 3 clusters Score -184300.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -184471.109375 Penalty: 3572.519775 Iteration 4Q: 3 clusters Score -184471.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -184525.609375 Penalty: 3572.519775 Iteration 5Q: 3 clusters Score -184525.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -184535.218750 Penalty: 3572.519775 Iteration 6Q: 3 clusters Score -184535.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -184541.609375 Penalty: 3572.519775 Iteration 7Q: 3 clusters Score -184541.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -184551.234375 Penalty: 3572.519775 Iteration 8Q: 3 clusters Score -184551.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -184565.656250 Penalty: 3572.519775 Iteration 9Q: 3 clusters Score -184565.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -184568.453125 Penalty: 3572.519775 Iteration 10Q: 3 clusters Score -184568.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -184572.250000 Penalty: 3572.519775 Iteration 11Q: 3 clusters Score -184572.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -184573.953125 Penalty: 3572.519775 Iteration 12Q: 3 clusters Score -184574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -184573.953125 Penalty: 3572.519775 Iteration 13F: 3 clusters Score -184574 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4391 members Mstep: Class 4 contains 18406 members Mstep: Class 8 contains 67585 members Mstep: Class 9 contains 3148 members Mstep: Class 10 contains 457 members Mstep: Class 11 contains 7269 members Mstep: Class 12 contains 25737 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 455 members Mstep: Class 16 contains 2993 members Mstep: Class 17 contains 485 members Mstep: Class 18 contains 4053 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1647 members Entering Unmasked Estep Score: -22350078.000000 Penalty: 46985.851562 Splitting cluster 15 changes total score from -22348292.000000 to -22350078.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 16 (2993 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Entering Unmasked Estep Score: -467439.593750 Penalty: 1984.999756 Iteration 0F: 2 clusters Score -467439.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -464180.468750 Penalty: 3969.999512 Iteration 0F: 3 clusters Score -464180.5 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -464825.437500 Penalty: 3969.999512 Iteration 1F: 3 clusters Score -464825.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -465041.437500 Penalty: 3969.999512 Iteration 2F: 3 clusters Score -465041.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -465188.125000 Penalty: 3969.999512 Iteration 3F: 3 clusters Score -465188.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -465316.937500 Penalty: 3969.999512 Iteration 4F: 3 clusters Score -465316.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -465396.156250 Penalty: 3969.999512 Iteration 5Q: 3 clusters Score -465396.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -465477.312500 Penalty: 3969.999512 Iteration 6Q: 3 clusters Score -465477.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -465535.625000 Penalty: 3969.999512 Iteration 7Q: 3 clusters Score -465535.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -465580.562500 Penalty: 3969.999512 Iteration 8Q: 3 clusters Score -465580.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -465619.687500 Penalty: 3969.999512 Iteration 9Q: 3 clusters Score -465619.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -465643.093750 Penalty: 3969.999512 Iteration 10Q: 3 clusters Score -465643.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -465664.843750 Penalty: 3969.999512 Iteration 11Q: 3 clusters Score -465664.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -465684.687500 Penalty: 3969.999512 Iteration 12Q: 3 clusters Score -465684.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -465706.375000 Penalty: 3969.999512 Iteration 13Q: 3 clusters Score -465706.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -465728.562500 Penalty: 3969.999512 Iteration 14Q: 3 clusters Score -465728.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -465748.625000 Penalty: 3969.999512 Iteration 15Q: 3 clusters Score -465748.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -465761.625000 Penalty: 3969.999512 Iteration 16Q: 3 clusters Score -465761.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -465769.562500 Penalty: 3969.999512 Iteration 17Q: 3 clusters Score -465769.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -465773.812500 Penalty: 3969.999512 Iteration 18Q: 3 clusters Score -465773.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -465775.468750 Penalty: 3969.999512 Iteration 19Q: 3 clusters Score -465775.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -465776.781250 Penalty: 3969.999512 Iteration 20F: 3 clusters Score -465776.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -465777.187500 Penalty: 3969.999512 Iteration 21Q: 3 clusters Score -465777.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -465777.187500 Penalty: 3969.999512 Iteration 22F: 3 clusters Score -465777.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (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: -68894.335938 Penalty: 1533.668945 Iteration 0F: 2 clusters Score -68894.34 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: -67590.484375 Penalty: 3067.337891 Iteration 0F: 3 clusters Score -67590.48 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -67955.898438 Penalty: 3067.337891 Iteration 1F: 3 clusters Score -67955.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -68265.531250 Penalty: 3067.337891 Iteration 2F: 3 clusters Score -68265.53 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -68488.562500 Penalty: 3067.337891 Iteration 3F: 3 clusters Score -68488.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -68554.265625 Penalty: 3067.337891 Iteration 4Q: 3 clusters Score -68554.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -68570.500000 Penalty: 3067.337891 Iteration 5Q: 3 clusters Score -68570.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -68588.250000 Penalty: 3067.337891 Iteration 6Q: 3 clusters Score -68588.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -68590.351562 Penalty: 3067.337891 Iteration 7Q: 3 clusters Score -68590.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -68595.812500 Penalty: 3067.337891 Iteration 8Q: 3 clusters Score -68595.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -68606.867188 Penalty: 3067.337891 Iteration 9Q: 3 clusters Score -68606.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -68615.828125 Penalty: 3067.337891 Iteration 10Q: 3 clusters Score -68615.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -68630.257812 Penalty: 3067.337891 Iteration 11Q: 3 clusters Score -68630.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -68651.765625 Penalty: 3067.337891 Iteration 12Q: 3 clusters Score -68651.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -68712.000000 Penalty: 3067.337891 Iteration 13Q: 3 clusters Score -68712 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -68817.296875 Penalty: 3067.337891 Iteration 14Q: 3 clusters Score -68817.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -68892.375000 Penalty: 3067.337891 Iteration 15Q: 3 clusters Score -68892.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -68911.031250 Penalty: 3067.337891 Iteration 16Q: 3 clusters Score -68911.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -68917.632812 Penalty: 3067.337891 Iteration 17Q: 3 clusters Score -68917.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -68921.796875 Penalty: 3067.337891 Iteration 18Q: 3 clusters Score -68921.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -68921.796875 Penalty: 3067.337891 Iteration 19F: 3 clusters Score -68921.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4391 members Mstep: Class 4 contains 18406 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 67585 members Mstep: Class 9 contains 3148 members Mstep: Class 10 contains 457 members Mstep: Class 11 contains 7269 members Mstep: Class 12 contains 25737 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 455 members Mstep: Class 16 contains 2993 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 4053 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1647 members Entering Unmasked Estep Score: -22348736.000000 Penalty: 49922.464844 Splitting cluster 17 changes total score from -22348292.000000 to -22348736.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 18 (4053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Entering Unmasked Estep Score: -653051.437500 Penalty: 2060.188721 Iteration 0F: 2 clusters Score -653051.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -649075.812500 Penalty: 4120.377441 Iteration 0F: 3 clusters Score -649075.8 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -649899.812500 Penalty: 4120.377441 Iteration 1F: 3 clusters Score -649899.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -650125.375000 Penalty: 4120.377441 Iteration 2F: 3 clusters Score -650125.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -650272.312500 Penalty: 4120.377441 Iteration 3F: 3 clusters Score -650272.3 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -650356.437500 Penalty: 4120.377441 Iteration 4Q: 3 clusters Score -650356.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -650414.000000 Penalty: 4120.377441 Iteration 5Q: 3 clusters Score -650414 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -650451.812500 Penalty: 4120.377441 Iteration 6Q: 3 clusters Score -650451.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -650477.187500 Penalty: 4120.377441 Iteration 7Q: 3 clusters Score -650477.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -650495.812500 Penalty: 4120.377441 Iteration 8Q: 3 clusters Score -650495.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -650506.000000 Penalty: 4120.377441 Iteration 9Q: 3 clusters Score -650506 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -650515.000000 Penalty: 4120.377441 Iteration 10Q: 3 clusters Score -650515 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -650526.937500 Penalty: 4120.377441 Iteration 11Q: 3 clusters Score -650526.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -650536.312500 Penalty: 4120.377441 Iteration 12Q: 3 clusters Score -650536.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -650545.250000 Penalty: 4120.377441 Iteration 13Q: 3 clusters Score -650545.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -650552.625000 Penalty: 4120.377441 Iteration 14Q: 3 clusters Score -650552.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -650558.812500 Penalty: 4120.377441 Iteration 15Q: 3 clusters Score -650558.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -650564.687500 Penalty: 4120.377441 Iteration 16Q: 3 clusters Score -650564.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -650572.062500 Penalty: 4120.377441 Iteration 17Q: 3 clusters Score -650572.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -650579.187500 Penalty: 4120.377441 Iteration 18Q: 3 clusters Score -650579.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -650586.750000 Penalty: 4120.377441 Iteration 19Q: 3 clusters Score -650586.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -650594.812500 Penalty: 4120.377441 Iteration 20F: 3 clusters Score -650594.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -650599.625000 Penalty: 4120.377441 Iteration 21Q: 3 clusters Score -650599.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -650605.000000 Penalty: 4120.377441 Iteration 22Q: 3 clusters Score -650605 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -650606.937500 Penalty: 4120.377441 Iteration 23Q: 3 clusters Score -650606.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -650608.125000 Penalty: 4120.377441 Iteration 24Q: 3 clusters Score -650608.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -650612.875000 Penalty: 4120.377441 Iteration 25Q: 3 clusters Score -650612.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -650620.125000 Penalty: 4120.377441 Iteration 26Q: 3 clusters Score -650620.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -650625.875000 Penalty: 4120.377441 Iteration 27Q: 3 clusters Score -650625.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -650632.437500 Penalty: 4120.377441 Iteration 28Q: 3 clusters Score -650632.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -650638.437500 Penalty: 4120.377441 Iteration 29Q: 3 clusters Score -650638.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -650640.500000 Penalty: 4120.377441 Iteration 30Q: 3 clusters Score -650640.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -650642.375000 Penalty: 4120.377441 Iteration 31Q: 3 clusters Score -650642.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -650647.937500 Penalty: 4120.377441 Iteration 32Q: 3 clusters Score -650647.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -650650.562500 Penalty: 4120.377441 Iteration 33Q: 3 clusters Score -650650.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -650654.437500 Penalty: 4120.377441 Iteration 34Q: 3 clusters Score -650654.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -650657.750000 Penalty: 4120.377441 Iteration 35Q: 3 clusters Score -650657.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -650660.125000 Penalty: 4120.377441 Iteration 36Q: 3 clusters Score -650660.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -650661.500000 Penalty: 4120.377441 Iteration 37Q: 3 clusters Score -650661.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -650663.625000 Penalty: 4120.377441 Iteration 38Q: 3 clusters Score -650663.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -650663.750000 Penalty: 4120.377441 Iteration 39Q: 3 clusters Score -650663.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -650667.500000 Penalty: 4120.377441 Iteration 40F: 3 clusters Score -650667.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -650667.875000 Penalty: 4120.377441 Iteration 41Q: 3 clusters Score -650667.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -650669.375000 Penalty: 4120.377441 Iteration 42Q: 3 clusters Score -650669.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -650668.687500 Penalty: 4120.377441 Iteration 43Q: 3 clusters Score -650668.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -650668.687500 Penalty: 4120.377441 Iteration 44F: 3 clusters Score -650668.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -33461.175781 Penalty: 1363.297729 Iteration 0F: 2 clusters Score -33461.18 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 124 members Entering Unmasked Estep Score: -32404.066406 Penalty: 2726.595459 Iteration 0F: 3 clusters Score -32404.07 nChanged 33 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: -32488.873047 Penalty: 2726.595459 Iteration 1F: 3 clusters Score -32488.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -32505.908203 Penalty: 2726.595459 Iteration 2Q: 3 clusters Score -32505.91 nChanged 1 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: -32507.169922 Penalty: 2726.595459 Iteration 3Q: 3 clusters Score -32507.17 nChanged 0 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: -32507.169922 Penalty: 2726.595459 Iteration 4F: 3 clusters Score -32507.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Entering Unmasked Estep Score: -269895.812500 Penalty: 1836.864258 Iteration 0F: 2 clusters Score -269895.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -267463.843750 Penalty: 3673.728516 Iteration 0F: 3 clusters Score -267463.8 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -267898.250000 Penalty: 3673.728516 Iteration 1F: 3 clusters Score -267898.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -268020.843750 Penalty: 3673.728516 Iteration 2F: 3 clusters Score -268020.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -268072.562500 Penalty: 3673.728516 Iteration 3Q: 3 clusters Score -268072.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -268099.218750 Penalty: 3673.728516 Iteration 4Q: 3 clusters Score -268099.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -268118.000000 Penalty: 3673.728516 Iteration 5Q: 3 clusters Score -268118 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -268131.375000 Penalty: 3673.728516 Iteration 6Q: 3 clusters Score -268131.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -268143.125000 Penalty: 3673.728516 Iteration 7Q: 3 clusters Score -268143.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -268151.218750 Penalty: 3673.728516 Iteration 8Q: 3 clusters Score -268151.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -268157.437500 Penalty: 3673.728516 Iteration 9Q: 3 clusters Score -268157.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -268164.406250 Penalty: 3673.728516 Iteration 10Q: 3 clusters Score -268164.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -268171.343750 Penalty: 3673.728516 Iteration 11Q: 3 clusters Score -268171.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -268179.250000 Penalty: 3673.728516 Iteration 12Q: 3 clusters Score -268179.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -268182.968750 Penalty: 3673.728516 Iteration 13Q: 3 clusters Score -268183 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -268183.500000 Penalty: 3673.728516 Iteration 14Q: 3 clusters Score -268183.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -268188.656250 Penalty: 3673.728516 Iteration 15Q: 3 clusters Score -268188.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -268189.406250 Penalty: 3673.728516 Iteration 16Q: 3 clusters Score -268189.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -268191.312500 Penalty: 3673.728516 Iteration 17Q: 3 clusters Score -268191.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -268191.843750 Penalty: 3673.728516 Iteration 18Q: 3 clusters Score -268191.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -268192.312500 Penalty: 3673.728516 Iteration 19Q: 3 clusters Score -268192.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -268192.687500 Penalty: 3673.728516 Iteration 20F: 3 clusters Score -268192.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 3 contains 4391 members Mstep: Class 4 contains 18406 members Mstep: Class 8 contains 67585 members Mstep: Class 9 contains 3148 members Mstep: Class 10 contains 457 members Mstep: Class 11 contains 7269 members Mstep: Class 12 contains 25737 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 455 members Mstep: Class 16 contains 2993 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 4053 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1647 members Entering Unmasked Estep ConsiderDeletion Score: -22348764.000000 Penalty: 49922.464844 Iteration 39Q: 18 clusters Score -2.234876e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4411 members Mstep: Class 4 contains 18403 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 67694 members Mstep: Class 9 contains 3181 members Mstep: Class 10 contains 457 members Mstep: Class 11 contains 7313 members Mstep: Class 12 contains 25646 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 455 members Mstep: Class 16 contains 2958 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 3976 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1647 members Entering Unmasked Estep ConsiderDeletion Score: -22348956.000000 Penalty: 49922.464844 Iteration 40F: 18 clusters Score -2.234896e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4424 members Mstep: Class 4 contains 18416 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 67850 members Mstep: Class 9 contains 3202 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 7357 members Mstep: Class 12 contains 25537 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2938 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 3856 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1650 members Entering Unmasked Estep ConsiderDeletion Score: -22349070.000000 Penalty: 49922.464844 Iteration 41Q: 18 clusters Score -2.234907e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4443 members Mstep: Class 4 contains 18416 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 67988 members Mstep: Class 9 contains 3220 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 7386 members Mstep: Class 12 contains 25433 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2924 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 3765 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1655 members Entering Unmasked Estep ConsiderDeletion Score: -22349166.000000 Penalty: 49922.464844 Iteration 42Q: 18 clusters Score -2.234917e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4479 members Mstep: Class 4 contains 18427 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68078 members Mstep: Class 9 contains 3234 members Mstep: Class 10 contains 455 members Mstep: Class 11 contains 7411 members Mstep: Class 12 contains 25354 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2906 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 3686 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1656 members Entering Unmasked Estep ConsiderDeletion Score: -22349194.000000 Penalty: 49922.464844 Iteration 43Q: 18 clusters Score -2.234919e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4504 members Mstep: Class 4 contains 18443 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68137 members Mstep: Class 9 contains 3245 members Mstep: Class 10 contains 455 members Mstep: Class 11 contains 7438 members Mstep: Class 12 contains 25294 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2883 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 3627 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1660 members Entering Unmasked Estep ConsiderDeletion Score: -22349274.000000 Penalty: 49922.464844 Iteration 44Q: 18 clusters Score -2.234927e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4524 members Mstep: Class 4 contains 18452 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68177 members Mstep: Class 9 contains 3257 members Mstep: Class 10 contains 455 members Mstep: Class 11 contains 7456 members Mstep: Class 12 contains 25254 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2861 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 3585 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1666 members Entering Unmasked Estep ConsiderDeletion Score: -22349334.000000 Penalty: 49922.464844 Iteration 45Q: 18 clusters Score -2.234933e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4541 members Mstep: Class 4 contains 18457 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68214 members Mstep: Class 9 contains 3265 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7475 members Mstep: Class 12 contains 25223 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2844 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 3543 members Mstep: Class 19 contains 246 members Mstep: Class 20 contains 1671 members Entering Unmasked Estep ConsiderDeletion Score: -22349368.000000 Penalty: 49922.464844 Iteration 46Q: 18 clusters Score -2.234937e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4552 members Mstep: Class 4 contains 18464 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68245 members Mstep: Class 9 contains 3273 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7492 members Mstep: Class 12 contains 25197 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2826 members Mstep: Class 17 contains 384 members Mstep: Class 18 contains 3516 members Mstep: Class 19 contains 246 members Mstep: Class 20 contains 1672 members Entering Unmasked Estep ConsiderDeletion Score: -22349444.000000 Penalty: 49922.464844 Iteration 47Q: 18 clusters Score -2.234944e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4564 members Mstep: Class 4 contains 18463 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68258 members Mstep: Class 9 contains 3285 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7507 members Mstep: Class 12 contains 25175 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2808 members Mstep: Class 17 contains 383 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 246 members Mstep: Class 20 contains 1675 members Entering Unmasked Estep ConsiderDeletion Score: -22349526.000000 Penalty: 49922.464844 Iteration 48Q: 18 clusters Score -2.234953e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4566 members Mstep: Class 4 contains 18463 members Mstep: Class 5 contains 102 members Mstep: Class 8 contains 68275 members Mstep: Class 9 contains 3300 members Mstep: Class 10 contains 455 members Mstep: Class 11 contains 7509 members Mstep: Class 12 contains 25158 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2784 members Mstep: Class 17 contains 381 members Mstep: Class 18 contains 3506 members Mstep: Class 19 contains 246 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349578.000000 Penalty: 49922.464844 Iteration 49Q: 18 clusters Score -2.234958e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4572 members Mstep: Class 4 contains 18475 members Mstep: Class 5 contains 102 members Mstep: Class 8 contains 68289 members Mstep: Class 9 contains 3313 members Mstep: Class 10 contains 455 members Mstep: Class 11 contains 7516 members Mstep: Class 12 contains 25142 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2756 members Mstep: Class 17 contains 381 members Mstep: Class 18 contains 3498 members Mstep: Class 19 contains 246 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349576.000000 Penalty: 49922.464844 Iteration 50Q: 18 clusters Score -2.234958e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4578 members Mstep: Class 4 contains 18478 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68296 members Mstep: Class 9 contains 3323 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7524 members Mstep: Class 12 contains 25133 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2737 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3493 members Mstep: Class 19 contains 246 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349652.000000 Penalty: 49922.464844 Iteration 51Q: 18 clusters Score -2.234965e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4587 members Mstep: Class 4 contains 18485 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68294 members Mstep: Class 9 contains 3332 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7532 members Mstep: Class 12 contains 25121 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2722 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3490 members Mstep: Class 19 contains 246 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349670.000000 Penalty: 49922.464844 Iteration 52Q: 18 clusters Score -2.234967e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4595 members Mstep: Class 4 contains 18488 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68296 members Mstep: Class 9 contains 3339 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7544 members Mstep: Class 12 contains 25109 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2713 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3481 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349636.000000 Penalty: 49922.464844 Iteration 53Q: 18 clusters Score -2.234964e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4601 members Mstep: Class 4 contains 18497 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68301 members Mstep: Class 9 contains 3345 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7549 members Mstep: Class 12 contains 25095 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2704 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3473 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349638.000000 Penalty: 49922.464844 Iteration 54Q: 18 clusters Score -2.234964e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4609 members Mstep: Class 4 contains 18497 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68304 members Mstep: Class 9 contains 3353 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7552 members Mstep: Class 12 contains 25086 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2696 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3468 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349616.000000 Penalty: 49922.464844 Iteration 55Q: 18 clusters Score -2.234962e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4614 members Mstep: Class 4 contains 18501 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68312 members Mstep: Class 9 contains 3352 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7553 members Mstep: Class 12 contains 25074 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2686 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3473 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349640.000000 Penalty: 49922.464844 Iteration 56Q: 18 clusters Score -2.234964e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4617 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68315 members Mstep: Class 9 contains 3357 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7553 members Mstep: Class 12 contains 25069 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2683 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3473 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349610.000000 Penalty: 49922.464844 Iteration 57Q: 18 clusters Score -2.234961e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4619 members Mstep: Class 4 contains 18495 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68313 members Mstep: Class 9 contains 3362 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7554 members Mstep: Class 12 contains 25067 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2679 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3476 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349610.000000 Penalty: 49922.464844 Iteration 58Q: 18 clusters Score -2.234961e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4619 members Mstep: Class 4 contains 18492 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68307 members Mstep: Class 9 contains 3367 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7558 members Mstep: Class 12 contains 25063 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2675 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3484 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349638.000000 Penalty: 49922.464844 Iteration 59Q: 18 clusters Score -2.234964e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4620 members Mstep: Class 4 contains 18494 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68297 members Mstep: Class 9 contains 3371 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7560 members Mstep: Class 12 contains 25060 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2668 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3495 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349646.000000 Penalty: 49922.464844 Iteration 60F: 18 clusters Score -2.234965e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4623 members Mstep: Class 4 contains 18497 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68295 members Mstep: Class 9 contains 3373 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7561 members Mstep: Class 12 contains 25058 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2657 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3501 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349648.000000 Penalty: 49922.464844 Iteration 61Q: 18 clusters Score -2.234965e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4624 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68295 members Mstep: Class 9 contains 3373 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7559 members Mstep: Class 12 contains 25057 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2655 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3504 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349660.000000 Penalty: 49922.464844 Iteration 62Q: 18 clusters Score -2.234966e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4630 members Mstep: Class 4 contains 18501 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68287 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 7559 members Mstep: Class 12 contains 25057 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2652 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3505 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349664.000000 Penalty: 49922.464844 Iteration 63Q: 18 clusters Score -2.234966e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4633 members Mstep: Class 4 contains 18501 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68287 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7560 members Mstep: Class 12 contains 25057 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2650 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349668.000000 Penalty: 49922.464844 Iteration 64Q: 18 clusters Score -2.234967e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4636 members Mstep: Class 4 contains 18502 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68287 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7564 members Mstep: Class 12 contains 25057 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2646 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3498 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349666.000000 Penalty: 49922.464844 Iteration 65Q: 18 clusters Score -2.234967e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4642 members Mstep: Class 4 contains 18501 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68283 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7566 members Mstep: Class 12 contains 25057 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2643 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3498 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349654.000000 Penalty: 49922.464844 Iteration 66Q: 18 clusters Score -2.234965e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4647 members Mstep: Class 4 contains 18501 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68282 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7564 members Mstep: Class 12 contains 25058 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2640 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3498 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349658.000000 Penalty: 49922.464844 Iteration 67Q: 18 clusters Score -2.234966e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4646 members Mstep: Class 4 contains 18502 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68287 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7566 members Mstep: Class 12 contains 25057 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2635 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3497 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349670.000000 Penalty: 49922.464844 Iteration 68Q: 18 clusters Score -2.234967e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4646 members Mstep: Class 4 contains 18501 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68284 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7572 members Mstep: Class 12 contains 25056 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2633 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3497 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349666.000000 Penalty: 49922.464844 Iteration 69Q: 18 clusters Score -2.234967e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4647 members Mstep: Class 4 contains 18502 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68282 members Mstep: Class 9 contains 3374 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7576 members Mstep: Class 12 contains 25056 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2633 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3494 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349682.000000 Penalty: 49922.464844 Iteration 70Q: 18 clusters Score -2.234968e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18500 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68276 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7581 members Mstep: Class 12 contains 25057 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2633 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3494 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349674.000000 Penalty: 49922.464844 Iteration 71Q: 18 clusters Score -2.234967e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18499 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68272 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7585 members Mstep: Class 12 contains 25058 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2633 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3494 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349668.000000 Penalty: 49922.464844 Iteration 72Q: 18 clusters Score -2.234967e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68267 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7589 members Mstep: Class 12 contains 25060 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2633 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3494 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349664.000000 Penalty: 49922.464844 Iteration 73Q: 18 clusters Score -2.234966e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18496 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68267 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7591 members Mstep: Class 12 contains 25059 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2633 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3495 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349650.000000 Penalty: 49922.464844 Iteration 74Q: 18 clusters Score -2.234965e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18494 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68263 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7595 members Mstep: Class 12 contains 25060 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2632 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3497 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349646.000000 Penalty: 49922.464844 Iteration 75Q: 18 clusters Score -2.234965e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18494 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68256 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2631 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3499 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349656.000000 Penalty: 49922.464844 Iteration 76Q: 18 clusters Score -2.234966e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18495 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68254 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2628 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3503 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349626.000000 Penalty: 49922.464844 Iteration 77Q: 18 clusters Score -2.234963e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68253 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2627 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349642.000000 Penalty: 49922.464844 Iteration 78Q: 18 clusters Score -2.234964e+07 nChanged 2 Entering ConstructFrom: Score: -22349642.000000 Penalty: 49922.464844 Entering ConstructFrom: Trying to split cluster 1 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -39942.699219 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -39942.7 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 139 members Entering Unmasked Estep Score: -38676.355469 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -38676.36 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -38766.621094 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -38766.62 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -38878.914062 Penalty: 2798.385986 Iteration 2F: 3 clusters Score -38878.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -38894.257812 Penalty: 2798.385986 Iteration 3Q: 3 clusters Score -38894.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -38922.769531 Penalty: 2798.385986 Iteration 4Q: 3 clusters Score -38922.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -38933.628906 Penalty: 2798.385986 Iteration 5Q: 3 clusters Score -38933.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -38937.699219 Penalty: 2798.385986 Iteration 6Q: 3 clusters Score -38937.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -38937.699219 Penalty: 2798.385986 Iteration 7F: 3 clusters Score -38937.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Entering Unmasked Estep Score: -125069.007812 Penalty: 1683.665039 Iteration 0F: 2 clusters Score -125069 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 428 members Entering Unmasked Estep Score: -123301.750000 Penalty: 3367.330078 Iteration 0F: 3 clusters Score -123301.8 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -123774.773438 Penalty: 3367.330078 Iteration 1F: 3 clusters Score -123774.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -124128.843750 Penalty: 3367.330078 Iteration 2F: 3 clusters Score -124128.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -124563.867188 Penalty: 3367.330078 Iteration 3F: 3 clusters Score -124563.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -124783.664062 Penalty: 3367.330078 Iteration 4F: 3 clusters Score -124783.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -124899.945312 Penalty: 3367.330078 Iteration 5Q: 3 clusters Score -124899.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -125036.570312 Penalty: 3367.330078 Iteration 6Q: 3 clusters Score -125036.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -125112.953125 Penalty: 3367.330078 Iteration 7Q: 3 clusters Score -125113 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -125211.656250 Penalty: 3367.330078 Iteration 8Q: 3 clusters Score -125211.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -125344.132812 Penalty: 3367.330078 Iteration 9Q: 3 clusters Score -125344.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -125386.273438 Penalty: 3367.330078 Iteration 10Q: 3 clusters Score -125386.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -125417.664062 Penalty: 3367.330078 Iteration 11Q: 3 clusters Score -125417.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -125437.031250 Penalty: 3367.330078 Iteration 12Q: 3 clusters Score -125437 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -125468.578125 Penalty: 3367.330078 Iteration 13Q: 3 clusters Score -125468.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -125526.773438 Penalty: 3367.330078 Iteration 14Q: 3 clusters Score -125526.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -125593.156250 Penalty: 3367.330078 Iteration 15Q: 3 clusters Score -125593.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -125631.656250 Penalty: 3367.330078 Iteration 16Q: 3 clusters Score -125631.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -125636.554688 Penalty: 3367.330078 Iteration 17Q: 3 clusters Score -125636.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -125649.148438 Penalty: 3367.330078 Iteration 18F: 3 clusters Score -125649.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -125657.625000 Penalty: 3367.330078 Iteration 19Q: 3 clusters Score -125657.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -125657.625000 Penalty: 3367.330078 Iteration 20F: 3 clusters Score -125657.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 543 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 6 contains 345 members Mstep: Class 8 contains 68254 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2626 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep Score: -22348976.000000 Penalty: 52859.082031 Splitting cluster 2 changes total score from -22349642.000000 to -22348976.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (4648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Entering Unmasked Estep Score: -752525.250000 Penalty: 2094.159668 Iteration 0F: 2 clusters Score -752525.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -748268.812500 Penalty: 4188.319336 Iteration 0F: 3 clusters Score -748268.8 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -749230.312500 Penalty: 4188.319336 Iteration 1F: 3 clusters Score -749230.3 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -749447.187500 Penalty: 4188.319336 Iteration 2F: 3 clusters Score -749447.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -749579.750000 Penalty: 4188.319336 Iteration 3Q: 3 clusters Score -749579.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -749665.750000 Penalty: 4188.319336 Iteration 4Q: 3 clusters Score -749665.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -749727.250000 Penalty: 4188.319336 Iteration 5Q: 3 clusters Score -749727.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -749774.687500 Penalty: 4188.319336 Iteration 6Q: 3 clusters Score -749774.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -749819.437500 Penalty: 4188.319336 Iteration 7Q: 3 clusters Score -749819.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -749856.062500 Penalty: 4188.319336 Iteration 8Q: 3 clusters Score -749856.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -749887.937500 Penalty: 4188.319336 Iteration 9Q: 3 clusters Score -749887.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -749919.437500 Penalty: 4188.319336 Iteration 10Q: 3 clusters Score -749919.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -749941.812500 Penalty: 4188.319336 Iteration 11Q: 3 clusters Score -749941.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -749968.562500 Penalty: 4188.319336 Iteration 12Q: 3 clusters Score -749968.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -749986.125000 Penalty: 4188.319336 Iteration 13Q: 3 clusters Score -749986.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -750001.562500 Penalty: 4188.319336 Iteration 14Q: 3 clusters Score -750001.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -750015.125000 Penalty: 4188.319336 Iteration 15Q: 3 clusters Score -750015.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -750032.875000 Penalty: 4188.319336 Iteration 16Q: 3 clusters Score -750032.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -750044.125000 Penalty: 4188.319336 Iteration 17Q: 3 clusters Score -750044.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -750063.437500 Penalty: 4188.319336 Iteration 18Q: 3 clusters Score -750063.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -750081.875000 Penalty: 4188.319336 Iteration 19Q: 3 clusters Score -750081.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -750089.125000 Penalty: 4188.319336 Iteration 20F: 3 clusters Score -750089.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -750100.312500 Penalty: 4188.319336 Iteration 21Q: 3 clusters Score -750100.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -750111.875000 Penalty: 4188.319336 Iteration 22Q: 3 clusters Score -750111.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -750122.437500 Penalty: 4188.319336 Iteration 23Q: 3 clusters Score -750122.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -750131.125000 Penalty: 4188.319336 Iteration 24Q: 3 clusters Score -750131.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -750144.437500 Penalty: 4188.319336 Iteration 25Q: 3 clusters Score -750144.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -750157.062500 Penalty: 4188.319336 Iteration 26Q: 3 clusters Score -750157.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -750169.312500 Penalty: 4188.319336 Iteration 27Q: 3 clusters Score -750169.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -750178.187500 Penalty: 4188.319336 Iteration 28Q: 3 clusters Score -750178.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -750191.625000 Penalty: 4188.319336 Iteration 29Q: 3 clusters Score -750191.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -750204.625000 Penalty: 4188.319336 Iteration 30Q: 3 clusters Score -750204.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -750220.375000 Penalty: 4188.319336 Iteration 31Q: 3 clusters Score -750220.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -750240.625000 Penalty: 4188.319336 Iteration 32Q: 3 clusters Score -750240.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -750260.812500 Penalty: 4188.319336 Iteration 33Q: 3 clusters Score -750260.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -750288.437500 Penalty: 4188.319336 Iteration 34Q: 3 clusters Score -750288.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -750325.875000 Penalty: 4188.319336 Iteration 35Q: 3 clusters Score -750325.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -750368.937500 Penalty: 4188.319336 Iteration 36Q: 3 clusters Score -750368.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -750408.937500 Penalty: 4188.319336 Iteration 37Q: 3 clusters Score -750408.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -750459.937500 Penalty: 4188.319336 Iteration 38Q: 3 clusters Score -750459.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -750519.312500 Penalty: 4188.319336 Iteration 39Q: 3 clusters Score -750519.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -750581.687500 Penalty: 4188.319336 Iteration 40F: 3 clusters Score -750581.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -750639.437500 Penalty: 4188.319336 Iteration 41Q: 3 clusters Score -750639.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -750691.312500 Penalty: 4188.319336 Iteration 42Q: 3 clusters Score -750691.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -750725.437500 Penalty: 4188.319336 Iteration 43Q: 3 clusters Score -750725.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -750752.250000 Penalty: 4188.319336 Iteration 44Q: 3 clusters Score -750752.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -750769.625000 Penalty: 4188.319336 Iteration 45Q: 3 clusters Score -750769.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -750787.875000 Penalty: 4188.319336 Iteration 46Q: 3 clusters Score -750787.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -750803.875000 Penalty: 4188.319336 Iteration 47Q: 3 clusters Score -750803.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -750816.375000 Penalty: 4188.319336 Iteration 48Q: 3 clusters Score -750816.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -750831.125000 Penalty: 4188.319336 Iteration 49Q: 3 clusters Score -750831.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -750844.625000 Penalty: 4188.319336 Iteration 50Q: 3 clusters Score -750844.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -750852.312500 Penalty: 4188.319336 Iteration 51Q: 3 clusters Score -750852.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -750862.437500 Penalty: 4188.319336 Iteration 52Q: 3 clusters Score -750862.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -750875.937500 Penalty: 4188.319336 Iteration 53Q: 3 clusters Score -750875.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -750885.437500 Penalty: 4188.319336 Iteration 54Q: 3 clusters Score -750885.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -750893.062500 Penalty: 4188.319336 Iteration 55Q: 3 clusters Score -750893.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -750899.687500 Penalty: 4188.319336 Iteration 56Q: 3 clusters Score -750899.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -750904.375000 Penalty: 4188.319336 Iteration 57Q: 3 clusters Score -750904.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -750909.625000 Penalty: 4188.319336 Iteration 58Q: 3 clusters Score -750909.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -750913.125000 Penalty: 4188.319336 Iteration 59Q: 3 clusters Score -750913.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -750917.312500 Penalty: 4188.319336 Iteration 60F: 3 clusters Score -750917.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -750918.687500 Penalty: 4188.319336 Iteration 61Q: 3 clusters Score -750918.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -750919.875000 Penalty: 4188.319336 Iteration 62Q: 3 clusters Score -750919.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -750922.500000 Penalty: 4188.319336 Iteration 63Q: 3 clusters Score -750922.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -750922.812500 Penalty: 4188.319336 Iteration 64Q: 3 clusters Score -750922.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -750924.750000 Penalty: 4188.319336 Iteration 65Q: 3 clusters Score -750924.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -750926.812500 Penalty: 4188.319336 Iteration 66Q: 3 clusters Score -750926.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -750929.500000 Penalty: 4188.319336 Iteration 67Q: 3 clusters Score -750929.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -750929.250000 Penalty: 4188.319336 Iteration 68Q: 3 clusters Score -750929.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -750929.250000 Penalty: 4188.319336 Iteration 69F: 3 clusters Score -750929.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (18498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18498 members Entering Unmasked Estep Score: -2986384.500000 Penalty: 2436.703613 Iteration 0F: 2 clusters Score -2986384 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -2973346.500000 Penalty: 4873.407227 Iteration 0F: 3 clusters Score -2973346 nChanged 8061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 9258 members Entering Unmasked Estep Score: -2977658.250000 Penalty: 4873.407227 Iteration 1F: 3 clusters Score -2977658 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 9328 members Entering Unmasked Estep Score: -2978095.000000 Penalty: 4873.407227 Iteration 2F: 3 clusters Score -2978095 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 9451 members Entering Unmasked Estep Score: -2978492.000000 Penalty: 4873.407227 Iteration 3Q: 3 clusters Score -2978492 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8936 members Mstep: Class 2 contains 9562 members Entering Unmasked Estep Score: -2978925.500000 Penalty: 4873.407227 Iteration 4Q: 3 clusters Score -2978926 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8766 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -2979355.750000 Penalty: 4873.407227 Iteration 5Q: 3 clusters Score -2979356 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -2979817.750000 Penalty: 4873.407227 Iteration 6Q: 3 clusters Score -2979818 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -2980272.750000 Penalty: 4873.407227 Iteration 7Q: 3 clusters Score -2980273 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -2980669.750000 Penalty: 4873.407227 Iteration 8Q: 3 clusters Score -2980670 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8093 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -2981040.750000 Penalty: 4873.407227 Iteration 9Q: 3 clusters Score -2981041 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8065 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -2981358.750000 Penalty: 4873.407227 Iteration 10Q: 3 clusters Score -2981359 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8056 members Mstep: Class 2 contains 10442 members Entering Unmasked Estep Score: -2981646.250000 Penalty: 4873.407227 Iteration 11Q: 3 clusters Score -2981646 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -2981860.750000 Penalty: 4873.407227 Iteration 12Q: 3 clusters Score -2981861 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8158 members Mstep: Class 2 contains 10340 members Entering Unmasked Estep Score: -2982047.500000 Penalty: 4873.407227 Iteration 13Q: 3 clusters Score -2982048 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8272 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -2982211.000000 Penalty: 4873.407227 Iteration 14Q: 3 clusters Score -2982211 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8416 members Mstep: Class 2 contains 10082 members Entering Unmasked Estep Score: -2982358.750000 Penalty: 4873.407227 Iteration 15Q: 3 clusters Score -2982359 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 9969 members Entering Unmasked Estep Score: -2982464.250000 Penalty: 4873.407227 Iteration 16Q: 3 clusters Score -2982464 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -2982562.000000 Penalty: 4873.407227 Iteration 17Q: 3 clusters Score -2982562 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8740 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -2982626.500000 Penalty: 4873.407227 Iteration 18Q: 3 clusters Score -2982626 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 9619 members Entering Unmasked Estep Score: -2982698.250000 Penalty: 4873.407227 Iteration 19Q: 3 clusters Score -2982698 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 9499 members Entering Unmasked Estep Score: -2982738.750000 Penalty: 4873.407227 Iteration 20F: 3 clusters Score -2982739 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -2982763.250000 Penalty: 4873.407227 Iteration 21Q: 3 clusters Score -2982763 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 9229 members Entering Unmasked Estep Score: -2982807.000000 Penalty: 4873.407227 Iteration 22Q: 3 clusters Score -2982807 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9410 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -2982842.750000 Penalty: 4873.407227 Iteration 23Q: 3 clusters Score -2982843 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -2982863.750000 Penalty: 4873.407227 Iteration 24Q: 3 clusters Score -2982864 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -2982886.000000 Penalty: 4873.407227 Iteration 25Q: 3 clusters Score -2982886 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -2982909.000000 Penalty: 4873.407227 Iteration 26Q: 3 clusters Score -2982909 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9893 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -2982936.750000 Penalty: 4873.407227 Iteration 27Q: 3 clusters Score -2982937 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9998 members Mstep: Class 2 contains 8500 members Entering Unmasked Estep Score: -2982968.500000 Penalty: 4873.407227 Iteration 28Q: 3 clusters Score -2982968 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 8393 members Entering Unmasked Estep Score: -2982981.250000 Penalty: 4873.407227 Iteration 29Q: 3 clusters Score -2982981 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10211 members Mstep: Class 2 contains 8287 members Entering Unmasked Estep Score: -2983005.750000 Penalty: 4873.407227 Iteration 30Q: 3 clusters Score -2983006 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -2983031.250000 Penalty: 4873.407227 Iteration 31Q: 3 clusters Score -2983031 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10446 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -2983069.250000 Penalty: 4873.407227 Iteration 32Q: 3 clusters Score -2983069 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10563 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -2983094.250000 Penalty: 4873.407227 Iteration 33Q: 3 clusters Score -2983094 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10688 members Mstep: Class 2 contains 7810 members Entering Unmasked Estep Score: -2983122.000000 Penalty: 4873.407227 Iteration 34Q: 3 clusters Score -2983122 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -2983145.750000 Penalty: 4873.407227 Iteration 35Q: 3 clusters Score -2983146 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10949 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -2983164.750000 Penalty: 4873.407227 Iteration 36Q: 3 clusters Score -2983165 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -2983180.000000 Penalty: 4873.407227 Iteration 37Q: 3 clusters Score -2983180 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -2983202.500000 Penalty: 4873.407227 Iteration 38Q: 3 clusters Score -2983202 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11254 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -2983220.000000 Penalty: 4873.407227 Iteration 39Q: 3 clusters Score -2983220 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11329 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -2983234.000000 Penalty: 4873.407227 Iteration 40F: 3 clusters Score -2983234 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11414 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -2983239.250000 Penalty: 4873.407227 Iteration 41Q: 3 clusters Score -2983239 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -2983257.250000 Penalty: 4873.407227 Iteration 42Q: 3 clusters Score -2983257 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 6903 members Entering Unmasked Estep Score: -2983279.750000 Penalty: 4873.407227 Iteration 43Q: 3 clusters Score -2983280 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11681 members Mstep: Class 2 contains 6817 members Entering Unmasked Estep Score: -2983298.250000 Penalty: 4873.407227 Iteration 44Q: 3 clusters Score -2983298 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11758 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -2983313.000000 Penalty: 4873.407227 Iteration 45Q: 3 clusters Score -2983313 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11832 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -2983326.250000 Penalty: 4873.407227 Iteration 46Q: 3 clusters Score -2983326 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11897 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -2983336.500000 Penalty: 4873.407227 Iteration 47Q: 3 clusters Score -2983336 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11967 members Mstep: Class 2 contains 6531 members Entering Unmasked Estep Score: -2983355.250000 Penalty: 4873.407227 Iteration 48Q: 3 clusters Score -2983355 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12035 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -2983362.250000 Penalty: 4873.407227 Iteration 49Q: 3 clusters Score -2983362 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12106 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -2983379.000000 Penalty: 4873.407227 Iteration 50Q: 3 clusters Score -2983379 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12173 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -2983393.500000 Penalty: 4873.407227 Iteration 51Q: 3 clusters Score -2983394 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12250 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -2983407.250000 Penalty: 4873.407227 Iteration 52Q: 3 clusters Score -2983407 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -2983413.000000 Penalty: 4873.407227 Iteration 53Q: 3 clusters Score -2983413 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -2983432.250000 Penalty: 4873.407227 Iteration 54Q: 3 clusters Score -2983432 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12585 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -2983461.750000 Penalty: 4873.407227 Iteration 55Q: 3 clusters Score -2983462 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12716 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -2983493.500000 Penalty: 4873.407227 Iteration 56Q: 3 clusters Score -2983494 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12858 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -2983540.000000 Penalty: 4873.407227 Iteration 57Q: 3 clusters Score -2983540 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13018 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -2983593.000000 Penalty: 4873.407227 Iteration 58Q: 3 clusters Score -2983593 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13192 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -2983651.500000 Penalty: 4873.407227 Iteration 59Q: 3 clusters Score -2983652 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -2983710.000000 Penalty: 4873.407227 Iteration 60F: 3 clusters Score -2983710 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13591 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -2983803.750000 Penalty: 4873.407227 Iteration 61Q: 3 clusters Score -2983804 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13821 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -2983888.250000 Penalty: 4873.407227 Iteration 62Q: 3 clusters Score -2983888 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14049 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -2983975.000000 Penalty: 4873.407227 Iteration 63Q: 3 clusters Score -2983975 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14259 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -2984052.000000 Penalty: 4873.407227 Iteration 64Q: 3 clusters Score -2984052 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14470 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -2984137.500000 Penalty: 4873.407227 Iteration 65Q: 3 clusters Score -2984138 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14687 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -2984223.250000 Penalty: 4873.407227 Iteration 66Q: 3 clusters Score -2984223 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14892 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -2984302.500000 Penalty: 4873.407227 Iteration 67Q: 3 clusters Score -2984302 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15114 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -2984405.250000 Penalty: 4873.407227 Iteration 68Q: 3 clusters Score -2984405 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15346 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -2984510.750000 Penalty: 4873.407227 Iteration 69Q: 3 clusters Score -2984511 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -2984611.750000 Penalty: 4873.407227 Iteration 70Q: 3 clusters Score -2984612 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15718 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -2984695.250000 Penalty: 4873.407227 Iteration 71Q: 3 clusters Score -2984695 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15875 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -2984780.000000 Penalty: 4873.407227 Iteration 72Q: 3 clusters Score -2984780 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -2984858.500000 Penalty: 4873.407227 Iteration 73Q: 3 clusters Score -2984858 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16175 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -2984925.750000 Penalty: 4873.407227 Iteration 74Q: 3 clusters Score -2984926 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -2984985.750000 Penalty: 4873.407227 Iteration 75Q: 3 clusters Score -2984986 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16416 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -2985037.500000 Penalty: 4873.407227 Iteration 76Q: 3 clusters Score -2985038 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16526 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -2985080.250000 Penalty: 4873.407227 Iteration 77Q: 3 clusters Score -2985080 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16615 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -2985111.500000 Penalty: 4873.407227 Iteration 78Q: 3 clusters Score -2985112 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16675 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -2985133.750000 Penalty: 4873.407227 Iteration 79Q: 3 clusters Score -2985134 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16720 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -2985144.250000 Penalty: 4873.407227 Iteration 80F: 3 clusters Score -2985144 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16754 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -2985149.250000 Penalty: 4873.407227 Iteration 81Q: 3 clusters Score -2985149 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16792 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -2985155.750000 Penalty: 4873.407227 Iteration 82Q: 3 clusters Score -2985156 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16819 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -2985173.500000 Penalty: 4873.407227 Iteration 83Q: 3 clusters Score -2985174 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16845 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -2985175.500000 Penalty: 4873.407227 Iteration 84Q: 3 clusters Score -2985176 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16866 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -2985180.000000 Penalty: 4873.407227 Iteration 85Q: 3 clusters Score -2985180 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16881 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -2985184.250000 Penalty: 4873.407227 Iteration 86Q: 3 clusters Score -2985184 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16894 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -2985185.000000 Penalty: 4873.407227 Iteration 87Q: 3 clusters Score -2985185 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16905 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -2985190.250000 Penalty: 4873.407227 Iteration 88Q: 3 clusters Score -2985190 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16920 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -2985199.250000 Penalty: 4873.407227 Iteration 89Q: 3 clusters Score -2985199 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16927 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -2985197.000000 Penalty: 4873.407227 Iteration 90Q: 3 clusters Score -2985197 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16933 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -2985199.250000 Penalty: 4873.407227 Iteration 91Q: 3 clusters Score -2985199 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16940 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -2985201.250000 Penalty: 4873.407227 Iteration 92Q: 3 clusters Score -2985201 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16946 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -2985201.000000 Penalty: 4873.407227 Iteration 93Q: 3 clusters Score -2985201 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16949 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -2985203.250000 Penalty: 4873.407227 Iteration 94Q: 3 clusters Score -2985203 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16954 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -2985203.750000 Penalty: 4873.407227 Iteration 95Q: 3 clusters Score -2985204 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16959 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -2985205.000000 Penalty: 4873.407227 Iteration 96Q: 3 clusters Score -2985205 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16963 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -2985206.500000 Penalty: 4873.407227 Iteration 97Q: 3 clusters Score -2985206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16968 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -2985209.000000 Penalty: 4873.407227 Iteration 98Q: 3 clusters Score -2985209 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16973 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -2985206.750000 Penalty: 4873.407227 Iteration 99Q: 3 clusters Score -2985207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16975 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -2985204.000000 Penalty: 4873.407227 Iteration 100F: 3 clusters Score -2985204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16976 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -2985205.000000 Penalty: 4873.407227 Iteration 101Q: 3 clusters Score -2985205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16977 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -2985206.750000 Penalty: 4873.407227 Iteration 102Q: 3 clusters Score -2985207 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16980 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -2985206.750000 Penalty: 4873.407227 Iteration 103Q: 3 clusters Score -2985207 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16984 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -2985208.500000 Penalty: 4873.407227 Iteration 104Q: 3 clusters Score -2985208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16989 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -2985214.250000 Penalty: 4873.407227 Iteration 105Q: 3 clusters Score -2985214 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16997 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -2985218.000000 Penalty: 4873.407227 Iteration 106Q: 3 clusters Score -2985218 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17001 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -2985218.250000 Penalty: 4873.407227 Iteration 107Q: 3 clusters Score -2985218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17007 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -2985217.250000 Penalty: 4873.407227 Iteration 108Q: 3 clusters Score -2985217 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17012 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -2985220.250000 Penalty: 4873.407227 Iteration 109Q: 3 clusters Score -2985220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17016 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -2985221.250000 Penalty: 4873.407227 Iteration 110Q: 3 clusters Score -2985221 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17022 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -2985222.000000 Penalty: 4873.407227 Iteration 111Q: 3 clusters Score -2985222 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17029 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -2985227.250000 Penalty: 4873.407227 Iteration 112Q: 3 clusters Score -2985227 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17042 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -2985227.500000 Penalty: 4873.407227 Iteration 113Q: 3 clusters Score -2985228 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17050 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -2985230.250000 Penalty: 4873.407227 Iteration 114Q: 3 clusters Score -2985230 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17060 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -2985230.000000 Penalty: 4873.407227 Iteration 115Q: 3 clusters Score -2985230 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17073 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -2985235.500000 Penalty: 4873.407227 Iteration 116Q: 3 clusters Score -2985236 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17087 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -2985235.500000 Penalty: 4873.407227 Iteration 117Q: 3 clusters Score -2985236 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17098 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -2985242.750000 Penalty: 4873.407227 Iteration 118Q: 3 clusters Score -2985243 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17107 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -2985243.500000 Penalty: 4873.407227 Iteration 119Q: 3 clusters Score -2985244 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17113 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -2985250.500000 Penalty: 4873.407227 Iteration 120F: 3 clusters Score -2985250 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17124 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -2985252.500000 Penalty: 4873.407227 Iteration 121Q: 3 clusters Score -2985252 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17135 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -2985257.000000 Penalty: 4873.407227 Iteration 122Q: 3 clusters Score -2985257 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17144 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -2985251.250000 Penalty: 4873.407227 Iteration 123Q: 3 clusters Score -2985251 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17155 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -2985256.750000 Penalty: 4873.407227 Iteration 124Q: 3 clusters Score -2985257 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17165 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -2985255.000000 Penalty: 4873.407227 Iteration 125Q: 3 clusters Score -2985255 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17175 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -2985259.500000 Penalty: 4873.407227 Iteration 126Q: 3 clusters Score -2985260 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17183 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -2985261.750000 Penalty: 4873.407227 Iteration 127Q: 3 clusters Score -2985262 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -2985261.000000 Penalty: 4873.407227 Iteration 128Q: 3 clusters Score -2985261 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17192 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -2985257.500000 Penalty: 4873.407227 Iteration 129Q: 3 clusters Score -2985258 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17192 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -2985257.500000 Penalty: 4873.407227 Iteration 130F: 3 clusters Score -2985258 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Entering Unmasked Estep Score: -13168.450195 Penalty: 1144.549805 Iteration 0F: 2 clusters Score -13168.45 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 56 members Entering Unmasked Estep Score: -12322.470703 Penalty: 2289.099609 Iteration 0F: 3 clusters Score -12322.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -12341.395508 Penalty: 2289.099609 Iteration 1Q: 3 clusters Score -12341.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -12341.395508 Penalty: 2289.099609 Iteration 2F: 3 clusters Score -12341.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (68254 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68254 members Entering Unmasked Estep Score: -11162138.000000 Penalty: 2760.485840 Iteration 0F: 2 clusters Score -1.116214e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33904 members Mstep: Class 2 contains 34350 members Entering Unmasked Estep Score: -11117279.000000 Penalty: 5520.971680 Iteration 0F: 3 clusters Score -1.111728e+07 nChanged 31761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31543 members Mstep: Class 2 contains 36711 members Entering Unmasked Estep Score: -11135413.000000 Penalty: 5520.971680 Iteration 1F: 3 clusters Score -1.113541e+07 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30048 members Mstep: Class 2 contains 38206 members Entering Unmasked Estep Score: -11136503.000000 Penalty: 5520.971680 Iteration 2Q: 3 clusters Score -1.11365e+07 nChanged 3335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27971 members Mstep: Class 2 contains 40283 members Entering Unmasked Estep Score: -11138051.000000 Penalty: 5520.971680 Iteration 3Q: 3 clusters Score -1.113805e+07 nChanged 3908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25001 members Mstep: Class 2 contains 43253 members Entering Unmasked Estep Score: -11140259.000000 Penalty: 5520.971680 Iteration 4F: 3 clusters Score -1.114026e+07 nChanged 4609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21162 members Mstep: Class 2 contains 47092 members Entering Unmasked Estep Score: -11143335.000000 Penalty: 5520.971680 Iteration 5F: 3 clusters Score -1.114334e+07 nChanged 5155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16541 members Mstep: Class 2 contains 51713 members Entering Unmasked Estep Score: -11147428.000000 Penalty: 5520.971680 Iteration 6F: 3 clusters Score -1.114743e+07 nChanged 4986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11915 members Mstep: Class 2 contains 56339 members Entering Unmasked Estep Score: -11151856.000000 Penalty: 5520.971680 Iteration 7F: 3 clusters Score -1.115186e+07 nChanged 3794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8275 members Mstep: Class 2 contains 59979 members Entering Unmasked Estep Score: -11155140.000000 Penalty: 5520.971680 Iteration 8F: 3 clusters Score -1.115514e+07 nChanged 2475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 62358 members Entering Unmasked Estep Score: -11157222.000000 Penalty: 5520.971680 Iteration 9Q: 3 clusters Score -1.115722e+07 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 63837 members Entering Unmasked Estep Score: -11158608.000000 Penalty: 5520.971680 Iteration 10Q: 3 clusters Score -1.115861e+07 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 64743 members Entering Unmasked Estep Score: -11159368.000000 Penalty: 5520.971680 Iteration 11Q: 3 clusters Score -1.115937e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 65325 members Entering Unmasked Estep Score: -11159910.000000 Penalty: 5520.971680 Iteration 12Q: 3 clusters Score -1.115991e+07 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 65698 members Entering Unmasked Estep Score: -11160171.000000 Penalty: 5520.971680 Iteration 13Q: 3 clusters Score -1.116017e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 65942 members Entering Unmasked Estep Score: -11160326.000000 Penalty: 5520.971680 Iteration 14Q: 3 clusters Score -1.116033e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 66120 members Entering Unmasked Estep Score: -11160429.000000 Penalty: 5520.971680 Iteration 15Q: 3 clusters Score -1.116043e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 66270 members Entering Unmasked Estep Score: -11160512.000000 Penalty: 5520.971680 Iteration 16Q: 3 clusters Score -1.116051e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 66402 members Entering Unmasked Estep Score: -11160592.000000 Penalty: 5520.971680 Iteration 17Q: 3 clusters Score -1.116059e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 66507 members Entering Unmasked Estep Score: -11160675.000000 Penalty: 5520.971680 Iteration 18Q: 3 clusters Score -1.116068e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 66574 members Entering Unmasked Estep Score: -11160719.000000 Penalty: 5520.971680 Iteration 19Q: 3 clusters Score -1.116072e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 66627 members Entering Unmasked Estep Score: -11160742.000000 Penalty: 5520.971680 Iteration 20F: 3 clusters Score -1.116074e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 66669 members Entering Unmasked Estep Score: -11160760.000000 Penalty: 5520.971680 Iteration 21Q: 3 clusters Score -1.116076e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 66707 members Entering Unmasked Estep Score: -11160787.000000 Penalty: 5520.971680 Iteration 22Q: 3 clusters Score -1.116079e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 66732 members Entering Unmasked Estep Score: -11160785.000000 Penalty: 5520.971680 Iteration 23Q: 3 clusters Score -1.116078e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 66745 members Entering Unmasked Estep Score: -11160814.000000 Penalty: 5520.971680 Iteration 24Q: 3 clusters Score -1.116081e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 66761 members Entering Unmasked Estep Score: -11160814.000000 Penalty: 5520.971680 Iteration 25Q: 3 clusters Score -1.116081e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 66775 members Entering Unmasked Estep Score: -11160801.000000 Penalty: 5520.971680 Iteration 26Q: 3 clusters Score -1.11608e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 66784 members Entering Unmasked Estep Score: -11160807.000000 Penalty: 5520.971680 Iteration 27Q: 3 clusters Score -1.116081e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 66788 members Entering Unmasked Estep Score: -11160806.000000 Penalty: 5520.971680 Iteration 28Q: 3 clusters Score -1.116081e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 66792 members Entering Unmasked Estep Score: -11160811.000000 Penalty: 5520.971680 Iteration 29Q: 3 clusters Score -1.116081e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 66795 members Entering Unmasked Estep Score: -11160810.000000 Penalty: 5520.971680 Iteration 30Q: 3 clusters Score -1.116081e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 66795 members Entering Unmasked Estep Score: -11160810.000000 Penalty: 5520.971680 Iteration 31F: 3 clusters Score -1.116081e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Entering Unmasked Estep Score: -556976.937500 Penalty: 2014.789307 Iteration 0F: 2 clusters Score -556976.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -553492.125000 Penalty: 4029.578613 Iteration 0F: 3 clusters Score -553492.1 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -554231.250000 Penalty: 4029.578613 Iteration 1F: 3 clusters Score -554231.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -554413.000000 Penalty: 4029.578613 Iteration 2F: 3 clusters Score -554413 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -554517.625000 Penalty: 4029.578613 Iteration 3Q: 3 clusters Score -554517.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -554586.937500 Penalty: 4029.578613 Iteration 4Q: 3 clusters Score -554586.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -554639.187500 Penalty: 4029.578613 Iteration 5Q: 3 clusters Score -554639.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -554687.312500 Penalty: 4029.578613 Iteration 6Q: 3 clusters Score -554687.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -554734.250000 Penalty: 4029.578613 Iteration 7Q: 3 clusters Score -554734.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -554787.312500 Penalty: 4029.578613 Iteration 8Q: 3 clusters Score -554787.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -554838.750000 Penalty: 4029.578613 Iteration 9Q: 3 clusters Score -554838.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -554893.125000 Penalty: 4029.578613 Iteration 10Q: 3 clusters Score -554893.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -554926.125000 Penalty: 4029.578613 Iteration 11Q: 3 clusters Score -554926.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -554956.000000 Penalty: 4029.578613 Iteration 12Q: 3 clusters Score -554956 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -554989.125000 Penalty: 4029.578613 Iteration 13Q: 3 clusters Score -554989.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -555017.000000 Penalty: 4029.578613 Iteration 14Q: 3 clusters Score -555017 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -555040.375000 Penalty: 4029.578613 Iteration 15Q: 3 clusters Score -555040.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -555063.500000 Penalty: 4029.578613 Iteration 16Q: 3 clusters Score -555063.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -555086.625000 Penalty: 4029.578613 Iteration 17Q: 3 clusters Score -555086.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -555111.312500 Penalty: 4029.578613 Iteration 18Q: 3 clusters Score -555111.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -555129.750000 Penalty: 4029.578613 Iteration 19Q: 3 clusters Score -555129.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -555145.812500 Penalty: 4029.578613 Iteration 20F: 3 clusters Score -555145.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -555160.062500 Penalty: 4029.578613 Iteration 21Q: 3 clusters Score -555160.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -555171.875000 Penalty: 4029.578613 Iteration 22Q: 3 clusters Score -555171.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -555181.625000 Penalty: 4029.578613 Iteration 23Q: 3 clusters Score -555181.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -555189.375000 Penalty: 4029.578613 Iteration 24Q: 3 clusters Score -555189.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -555200.750000 Penalty: 4029.578613 Iteration 25Q: 3 clusters Score -555200.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -555216.062500 Penalty: 4029.578613 Iteration 26Q: 3 clusters Score -555216.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -555228.937500 Penalty: 4029.578613 Iteration 27Q: 3 clusters Score -555228.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -555242.250000 Penalty: 4029.578613 Iteration 28Q: 3 clusters Score -555242.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -555254.625000 Penalty: 4029.578613 Iteration 29Q: 3 clusters Score -555254.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -555268.750000 Penalty: 4029.578613 Iteration 30Q: 3 clusters Score -555268.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -555280.187500 Penalty: 4029.578613 Iteration 31Q: 3 clusters Score -555280.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -555287.750000 Penalty: 4029.578613 Iteration 32Q: 3 clusters Score -555287.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -555296.187500 Penalty: 4029.578613 Iteration 33Q: 3 clusters Score -555296.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -555301.125000 Penalty: 4029.578613 Iteration 34Q: 3 clusters Score -555301.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -555312.562500 Penalty: 4029.578613 Iteration 35Q: 3 clusters Score -555312.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -555319.812500 Penalty: 4029.578613 Iteration 36Q: 3 clusters Score -555319.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -555324.750000 Penalty: 4029.578613 Iteration 37Q: 3 clusters Score -555324.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -555328.500000 Penalty: 4029.578613 Iteration 38Q: 3 clusters Score -555328.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -555333.812500 Penalty: 4029.578613 Iteration 39Q: 3 clusters Score -555333.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -555340.000000 Penalty: 4029.578613 Iteration 40F: 3 clusters Score -555340 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -555348.125000 Penalty: 4029.578613 Iteration 41Q: 3 clusters Score -555348.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -555356.187500 Penalty: 4029.578613 Iteration 42Q: 3 clusters Score -555356.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -555361.375000 Penalty: 4029.578613 Iteration 43Q: 3 clusters Score -555361.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -555364.625000 Penalty: 4029.578613 Iteration 44Q: 3 clusters Score -555364.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -555371.000000 Penalty: 4029.578613 Iteration 45Q: 3 clusters Score -555371 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -555376.687500 Penalty: 4029.578613 Iteration 46Q: 3 clusters Score -555376.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -555380.625000 Penalty: 4029.578613 Iteration 47Q: 3 clusters Score -555380.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -555386.000000 Penalty: 4029.578613 Iteration 48Q: 3 clusters Score -555386 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -555391.062500 Penalty: 4029.578613 Iteration 49Q: 3 clusters Score -555391.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -555392.875000 Penalty: 4029.578613 Iteration 50Q: 3 clusters Score -555392.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -555395.375000 Penalty: 4029.578613 Iteration 51Q: 3 clusters Score -555395.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -555396.062500 Penalty: 4029.578613 Iteration 52Q: 3 clusters Score -555396.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -555397.125000 Penalty: 4029.578613 Iteration 53Q: 3 clusters Score -555397.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -555399.375000 Penalty: 4029.578613 Iteration 54Q: 3 clusters Score -555399.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -555402.125000 Penalty: 4029.578613 Iteration 55Q: 3 clusters Score -555402.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -555404.687500 Penalty: 4029.578613 Iteration 56Q: 3 clusters Score -555404.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -555404.687500 Penalty: 4029.578613 Iteration 57F: 3 clusters Score -555404.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -57921.371094 Penalty: 1517.288086 Iteration 0F: 2 clusters Score -57921.37 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 211 members Entering Unmasked Estep Score: -56780.992188 Penalty: 3034.576172 Iteration 0F: 3 clusters Score -56780.99 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -56989.160156 Penalty: 3034.576172 Iteration 1F: 3 clusters Score -56989.16 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -57075.199219 Penalty: 3034.576172 Iteration 2F: 3 clusters Score -57075.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -57296.933594 Penalty: 3034.576172 Iteration 3F: 3 clusters Score -57296.93 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -57444.378906 Penalty: 3034.576172 Iteration 4F: 3 clusters Score -57444.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -57568.011719 Penalty: 3034.576172 Iteration 5Q: 3 clusters Score -57568.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -57686.078125 Penalty: 3034.576172 Iteration 6Q: 3 clusters Score -57686.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -57742.367188 Penalty: 3034.576172 Iteration 7Q: 3 clusters Score -57742.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -57780.171875 Penalty: 3034.576172 Iteration 8Q: 3 clusters Score -57780.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -57787.003906 Penalty: 3034.576172 Iteration 9Q: 3 clusters Score -57787 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -57793.488281 Penalty: 3034.576172 Iteration 10Q: 3 clusters Score -57793.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -57802.472656 Penalty: 3034.576172 Iteration 11Q: 3 clusters Score -57802.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -57809.898438 Penalty: 3034.576172 Iteration 12F: 3 clusters Score -57809.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -57921.554688 Penalty: 3034.576172 Iteration 13Q: 3 clusters Score -57921.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -58008.949219 Penalty: 3034.576172 Iteration 14Q: 3 clusters Score -58008.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -58071.949219 Penalty: 3034.576172 Iteration 15Q: 3 clusters Score -58071.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -58112.734375 Penalty: 3034.576172 Iteration 16Q: 3 clusters Score -58112.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -58129.011719 Penalty: 3034.576172 Iteration 17Q: 3 clusters Score -58129.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -58136.750000 Penalty: 3034.576172 Iteration 18Q: 3 clusters Score -58136.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -58138.312500 Penalty: 3034.576172 Iteration 19Q: 3 clusters Score -58138.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -58138.312500 Penalty: 3034.576172 Iteration 20F: 3 clusters Score -58138.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 6 contains 104 members Mstep: Class 8 contains 68254 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 350 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2626 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep Score: -22348454.000000 Penalty: 52859.082031 Splitting cluster 10 changes total score from -22349642.000000 to -22348454.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (7600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Entering Unmasked Estep Score: -1251241.750000 Penalty: 2216.104004 Iteration 0F: 2 clusters Score -1251242 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1245107.500000 Penalty: 4432.208008 Iteration 0F: 3 clusters Score -1245108 nChanged 3067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -1246799.375000 Penalty: 4432.208008 Iteration 1F: 3 clusters Score -1246799 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1247098.750000 Penalty: 4432.208008 Iteration 2F: 3 clusters Score -1247099 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1247331.750000 Penalty: 4432.208008 Iteration 3F: 3 clusters Score -1247332 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1247519.000000 Penalty: 4432.208008 Iteration 4Q: 3 clusters Score -1247519 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -1247672.250000 Penalty: 4432.208008 Iteration 5Q: 3 clusters Score -1247672 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -1247826.875000 Penalty: 4432.208008 Iteration 6Q: 3 clusters Score -1247827 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1247974.125000 Penalty: 4432.208008 Iteration 7Q: 3 clusters Score -1247974 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1248108.000000 Penalty: 4432.208008 Iteration 8Q: 3 clusters Score -1248108 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -1248229.500000 Penalty: 4432.208008 Iteration 9Q: 3 clusters Score -1248230 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 5100 members Entering Unmasked Estep Score: -1248353.375000 Penalty: 4432.208008 Iteration 10Q: 3 clusters Score -1248353 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 5263 members Entering Unmasked Estep Score: -1248468.750000 Penalty: 4432.208008 Iteration 11Q: 3 clusters Score -1248469 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -1248579.375000 Penalty: 4432.208008 Iteration 12Q: 3 clusters Score -1248579 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1248675.250000 Penalty: 4432.208008 Iteration 13Q: 3 clusters Score -1248675 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -1248763.375000 Penalty: 4432.208008 Iteration 14Q: 3 clusters Score -1248763 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1248835.000000 Penalty: 4432.208008 Iteration 15Q: 3 clusters Score -1248835 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -1248904.750000 Penalty: 4432.208008 Iteration 16Q: 3 clusters Score -1248905 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -1248961.750000 Penalty: 4432.208008 Iteration 17Q: 3 clusters Score -1248962 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -1249023.625000 Penalty: 4432.208008 Iteration 18Q: 3 clusters Score -1249024 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -1249090.500000 Penalty: 4432.208008 Iteration 19Q: 3 clusters Score -1249090 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -1249159.875000 Penalty: 4432.208008 Iteration 20F: 3 clusters Score -1249160 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -1249217.500000 Penalty: 4432.208008 Iteration 21Q: 3 clusters Score -1249218 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -1249269.500000 Penalty: 4432.208008 Iteration 22Q: 3 clusters Score -1249270 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -1249314.875000 Penalty: 4432.208008 Iteration 23Q: 3 clusters Score -1249315 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1249363.250000 Penalty: 4432.208008 Iteration 24Q: 3 clusters Score -1249363 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 6825 members Entering Unmasked Estep Score: -1249409.625000 Penalty: 4432.208008 Iteration 25Q: 3 clusters Score -1249410 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -1249451.875000 Penalty: 4432.208008 Iteration 26Q: 3 clusters Score -1249452 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -1249482.625000 Penalty: 4432.208008 Iteration 27Q: 3 clusters Score -1249483 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -1249506.625000 Penalty: 4432.208008 Iteration 28Q: 3 clusters Score -1249507 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -1249523.625000 Penalty: 4432.208008 Iteration 29Q: 3 clusters Score -1249524 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -1249544.500000 Penalty: 4432.208008 Iteration 30Q: 3 clusters Score -1249544 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -1249559.750000 Penalty: 4432.208008 Iteration 31Q: 3 clusters Score -1249560 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -1249569.250000 Penalty: 4432.208008 Iteration 32Q: 3 clusters Score -1249569 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -1249576.250000 Penalty: 4432.208008 Iteration 33Q: 3 clusters Score -1249576 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -1249582.250000 Penalty: 4432.208008 Iteration 34Q: 3 clusters Score -1249582 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 7098 members Entering Unmasked Estep Score: -1249587.250000 Penalty: 4432.208008 Iteration 35Q: 3 clusters Score -1249587 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -1249589.500000 Penalty: 4432.208008 Iteration 36Q: 3 clusters Score -1249590 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -1249589.500000 Penalty: 4432.208008 Iteration 37F: 3 clusters Score -1249590 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (25061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25061 members Entering Unmasked Estep Score: -4156417.500000 Penalty: 2512.009033 Iteration 0F: 2 clusters Score -4156418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12539 members Mstep: Class 2 contains 12522 members Entering Unmasked Estep Score: -4139141.750000 Penalty: 5024.018066 Iteration 0F: 3 clusters Score -4139142 nChanged 11188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12837 members Mstep: Class 2 contains 12224 members Entering Unmasked Estep Score: -4145096.750000 Penalty: 5024.018066 Iteration 1F: 3 clusters Score -4145097 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -4145551.750000 Penalty: 5024.018066 Iteration 2F: 3 clusters Score -4145552 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13435 members Mstep: Class 2 contains 11626 members Entering Unmasked Estep Score: -4145981.750000 Penalty: 5024.018066 Iteration 3Q: 3 clusters Score -4145982 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13915 members Mstep: Class 2 contains 11146 members Entering Unmasked Estep Score: -4146463.000000 Penalty: 5024.018066 Iteration 4Q: 3 clusters Score -4146463 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14536 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -4147060.250000 Penalty: 5024.018066 Iteration 5Q: 3 clusters Score -4147060 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15214 members Mstep: Class 2 contains 9847 members Entering Unmasked Estep Score: -4147769.500000 Penalty: 5024.018066 Iteration 6Q: 3 clusters Score -4147770 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15927 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -4148599.250000 Penalty: 5024.018066 Iteration 7Q: 3 clusters Score -4148599 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16635 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -4149369.250000 Penalty: 5024.018066 Iteration 8Q: 3 clusters Score -4149369 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -4149938.500000 Penalty: 5024.018066 Iteration 9Q: 3 clusters Score -4149938 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17889 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -4150385.000000 Penalty: 5024.018066 Iteration 10Q: 3 clusters Score -4150385 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18506 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -4150788.750000 Penalty: 5024.018066 Iteration 11Q: 3 clusters Score -4150789 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19089 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -4151168.250000 Penalty: 5024.018066 Iteration 12Q: 3 clusters Score -4151168 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19705 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -4151516.250000 Penalty: 5024.018066 Iteration 13Q: 3 clusters Score -4151516 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20311 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -4151867.000000 Penalty: 5024.018066 Iteration 14Q: 3 clusters Score -4151867 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20879 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -4152215.000000 Penalty: 5024.018066 Iteration 15Q: 3 clusters Score -4152215 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21424 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -4152491.250000 Penalty: 5024.018066 Iteration 16Q: 3 clusters Score -4152491 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21884 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -4152692.000000 Penalty: 5024.018066 Iteration 17Q: 3 clusters Score -4152692 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22314 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -4152904.250000 Penalty: 5024.018066 Iteration 18Q: 3 clusters Score -4152904 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22687 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -4153104.000000 Penalty: 5024.018066 Iteration 19Q: 3 clusters Score -4153104 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23000 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -4153258.250000 Penalty: 5024.018066 Iteration 20F: 3 clusters Score -4153258 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23293 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -4153403.000000 Penalty: 5024.018066 Iteration 21Q: 3 clusters Score -4153403 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23542 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -4153532.000000 Penalty: 5024.018066 Iteration 22Q: 3 clusters Score -4153532 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23774 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -4153688.000000 Penalty: 5024.018066 Iteration 23Q: 3 clusters Score -4153688 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23984 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -4153827.250000 Penalty: 5024.018066 Iteration 24Q: 3 clusters Score -4153827 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24141 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -4153933.000000 Penalty: 5024.018066 Iteration 25Q: 3 clusters Score -4153933 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24256 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -4154020.000000 Penalty: 5024.018066 Iteration 26Q: 3 clusters Score -4154020 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24338 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -4154089.250000 Penalty: 5024.018066 Iteration 27Q: 3 clusters Score -4154089 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24391 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -4154129.250000 Penalty: 5024.018066 Iteration 28Q: 3 clusters Score -4154129 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24445 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -4154173.000000 Penalty: 5024.018066 Iteration 29Q: 3 clusters Score -4154173 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24487 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -4154205.750000 Penalty: 5024.018066 Iteration 30Q: 3 clusters Score -4154206 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24515 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -4154220.750000 Penalty: 5024.018066 Iteration 31Q: 3 clusters Score -4154221 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24534 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -4154222.000000 Penalty: 5024.018066 Iteration 32Q: 3 clusters Score -4154222 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24546 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -4154232.000000 Penalty: 5024.018066 Iteration 33Q: 3 clusters Score -4154232 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24552 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -4154240.250000 Penalty: 5024.018066 Iteration 34Q: 3 clusters Score -4154240 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24562 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -4154248.000000 Penalty: 5024.018066 Iteration 35Q: 3 clusters Score -4154248 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24569 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -4154253.250000 Penalty: 5024.018066 Iteration 36Q: 3 clusters Score -4154253 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24572 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -4154255.750000 Penalty: 5024.018066 Iteration 37Q: 3 clusters Score -4154256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24577 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -4154262.000000 Penalty: 5024.018066 Iteration 38Q: 3 clusters Score -4154262 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24584 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -4154263.500000 Penalty: 5024.018066 Iteration 39Q: 3 clusters Score -4154264 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24589 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -4154264.250000 Penalty: 5024.018066 Iteration 40F: 3 clusters Score -4154264 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24591 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -4154268.750000 Penalty: 5024.018066 Iteration 41Q: 3 clusters Score -4154269 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24593 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -4154268.750000 Penalty: 5024.018066 Iteration 42Q: 3 clusters Score -4154269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24594 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -4154272.000000 Penalty: 5024.018066 Iteration 43Q: 3 clusters Score -4154272 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24596 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -4154278.250000 Penalty: 5024.018066 Iteration 44Q: 3 clusters Score -4154278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24597 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -4154279.750000 Penalty: 5024.018066 Iteration 45Q: 3 clusters Score -4154280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24599 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -4154275.750000 Penalty: 5024.018066 Iteration 46Q: 3 clusters Score -4154276 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24601 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -4154284.000000 Penalty: 5024.018066 Iteration 47Q: 3 clusters Score -4154284 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24602 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -4154286.250000 Penalty: 5024.018066 Iteration 48Q: 3 clusters Score -4154286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24602 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -4154285.750000 Penalty: 5024.018066 Iteration 49Q: 3 clusters Score -4154286 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24602 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -4154285.750000 Penalty: 5024.018066 Iteration 50F: 3 clusters Score -4154286 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -98717.992188 Penalty: 1623.958374 Iteration 0F: 2 clusters Score -98717.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -97061.304688 Penalty: 3247.916748 Iteration 0F: 3 clusters Score -97061.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -97344.257812 Penalty: 3247.916748 Iteration 1F: 3 clusters Score -97344.26 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -97515.960938 Penalty: 3247.916748 Iteration 2F: 3 clusters Score -97515.96 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -97613.718750 Penalty: 3247.916748 Iteration 3Q: 3 clusters Score -97613.72 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -97649.109375 Penalty: 3247.916748 Iteration 4Q: 3 clusters Score -97649.11 nChanged 10 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: -97663.617188 Penalty: 3247.916748 Iteration 5Q: 3 clusters Score -97663.62 nChanged 5 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: -97672.445312 Penalty: 3247.916748 Iteration 6Q: 3 clusters Score -97672.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -97690.195312 Penalty: 3247.916748 Iteration 7Q: 3 clusters Score -97690.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -97724.523438 Penalty: 3247.916748 Iteration 8Q: 3 clusters Score -97724.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -97806.515625 Penalty: 3247.916748 Iteration 9Q: 3 clusters Score -97806.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -97886.242188 Penalty: 3247.916748 Iteration 10Q: 3 clusters Score -97886.24 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -97982.726562 Penalty: 3247.916748 Iteration 11Q: 3 clusters Score -97982.73 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -98152.046875 Penalty: 3247.916748 Iteration 12Q: 3 clusters Score -98152.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -98214.656250 Penalty: 3247.916748 Iteration 13Q: 3 clusters Score -98214.66 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -98328.679688 Penalty: 3247.916748 Iteration 14Q: 3 clusters Score -98328.68 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -98538.562500 Penalty: 3247.916748 Iteration 15Q: 3 clusters Score -98538.56 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -98672.453125 Penalty: 3247.916748 Iteration 16Q: 3 clusters Score -98672.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -98737.570312 Penalty: 3247.916748 Iteration 17Q: 3 clusters Score -98737.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -98799.890625 Penalty: 3247.916748 Iteration 18Q: 3 clusters Score -98799.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -98866.453125 Penalty: 3247.916748 Iteration 19Q: 3 clusters Score -98866.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -98975.679688 Penalty: 3247.916748 Iteration 20F: 3 clusters Score -98975.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -99135.093750 Penalty: 3247.916748 Iteration 21Q: 3 clusters Score -99135.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -99142.554688 Penalty: 3247.916748 Iteration 22Q: 3 clusters Score -99142.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -99144.015625 Penalty: 3247.916748 Iteration 23Q: 3 clusters Score -99144.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -99148.609375 Penalty: 3247.916748 Iteration 24Q: 3 clusters Score -99148.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -99151.796875 Penalty: 3247.916748 Iteration 25Q: 3 clusters Score -99151.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -99154.695312 Penalty: 3247.916748 Iteration 26Q: 3 clusters Score -99154.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -99154.695312 Penalty: 3247.916748 Iteration 27F: 3 clusters Score -99154.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 6 contains 570 members Mstep: Class 8 contains 68254 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 128 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2626 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep Score: -22348780.000000 Penalty: 52859.082031 Splitting cluster 13 changes total score from -22349642.000000 to -22348780.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (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: -60773.199219 Penalty: 1518.378174 Iteration 0F: 2 clusters Score -60773.2 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 230 members Entering Unmasked Estep Score: -59346.722656 Penalty: 3036.756348 Iteration 0F: 3 clusters Score -59346.72 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -59604.414062 Penalty: 3036.756348 Iteration 1F: 3 clusters Score -59604.41 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -59775.562500 Penalty: 3036.756348 Iteration 2F: 3 clusters Score -59775.56 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -59828.039062 Penalty: 3036.756348 Iteration 3Q: 3 clusters Score -59828.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -59881.109375 Penalty: 3036.756348 Iteration 4Q: 3 clusters Score -59881.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -59926.628906 Penalty: 3036.756348 Iteration 5Q: 3 clusters Score -59926.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -59984.601562 Penalty: 3036.756348 Iteration 6Q: 3 clusters Score -59984.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -60010.746094 Penalty: 3036.756348 Iteration 7Q: 3 clusters Score -60010.75 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -60017.363281 Penalty: 3036.756348 Iteration 8Q: 3 clusters Score -60017.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -60033.218750 Penalty: 3036.756348 Iteration 9Q: 3 clusters Score -60033.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -60048.535156 Penalty: 3036.756348 Iteration 10Q: 3 clusters Score -60048.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -60069.222656 Penalty: 3036.756348 Iteration 11Q: 3 clusters Score -60069.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -60087.332031 Penalty: 3036.756348 Iteration 12Q: 3 clusters Score -60087.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -60094.363281 Penalty: 3036.756348 Iteration 13Q: 3 clusters Score -60094.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -60094.992188 Penalty: 3036.756348 Iteration 14Q: 3 clusters Score -60094.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -60094.992188 Penalty: 3036.756348 Iteration 15F: 3 clusters Score -60094.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Entering Unmasked Estep Score: -409520.093750 Penalty: 1952.557861 Iteration 0F: 2 clusters Score -409520.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -406476.718750 Penalty: 3905.115723 Iteration 0F: 3 clusters Score -406476.7 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -407016.875000 Penalty: 3905.115723 Iteration 1F: 3 clusters Score -407016.9 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -407205.281250 Penalty: 3905.115723 Iteration 2F: 3 clusters Score -407205.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -407358.562500 Penalty: 3905.115723 Iteration 3F: 3 clusters Score -407358.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -407484.656250 Penalty: 3905.115723 Iteration 4Q: 3 clusters Score -407484.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -407563.843750 Penalty: 3905.115723 Iteration 5Q: 3 clusters Score -407563.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -407623.843750 Penalty: 3905.115723 Iteration 6Q: 3 clusters Score -407623.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -407667.250000 Penalty: 3905.115723 Iteration 7Q: 3 clusters Score -407667.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -407691.500000 Penalty: 3905.115723 Iteration 8Q: 3 clusters Score -407691.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -407711.843750 Penalty: 3905.115723 Iteration 9Q: 3 clusters Score -407711.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -407727.531250 Penalty: 3905.115723 Iteration 10Q: 3 clusters Score -407727.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -407740.625000 Penalty: 3905.115723 Iteration 11Q: 3 clusters Score -407740.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -407754.875000 Penalty: 3905.115723 Iteration 12Q: 3 clusters Score -407754.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -407771.250000 Penalty: 3905.115723 Iteration 13Q: 3 clusters Score -407771.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -407781.000000 Penalty: 3905.115723 Iteration 14Q: 3 clusters Score -407781 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -407788.562500 Penalty: 3905.115723 Iteration 15Q: 3 clusters Score -407788.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -407800.812500 Penalty: 3905.115723 Iteration 16Q: 3 clusters Score -407800.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -407814.000000 Penalty: 3905.115723 Iteration 17Q: 3 clusters Score -407814 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -407825.500000 Penalty: 3905.115723 Iteration 18Q: 3 clusters Score -407825.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -407839.218750 Penalty: 3905.115723 Iteration 19Q: 3 clusters Score -407839.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -407851.875000 Penalty: 3905.115723 Iteration 20F: 3 clusters Score -407851.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -407866.093750 Penalty: 3905.115723 Iteration 21Q: 3 clusters Score -407866.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -407876.343750 Penalty: 3905.115723 Iteration 22Q: 3 clusters Score -407876.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -407889.000000 Penalty: 3905.115723 Iteration 23Q: 3 clusters Score -407889 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -407900.531250 Penalty: 3905.115723 Iteration 24Q: 3 clusters Score -407900.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -407912.375000 Penalty: 3905.115723 Iteration 25Q: 3 clusters Score -407912.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -407924.187500 Penalty: 3905.115723 Iteration 26Q: 3 clusters Score -407924.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -407936.968750 Penalty: 3905.115723 Iteration 27Q: 3 clusters Score -407937 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -407950.937500 Penalty: 3905.115723 Iteration 28Q: 3 clusters Score -407950.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -407962.812500 Penalty: 3905.115723 Iteration 29Q: 3 clusters Score -407962.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -407972.750000 Penalty: 3905.115723 Iteration 30Q: 3 clusters Score -407972.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -407981.968750 Penalty: 3905.115723 Iteration 31Q: 3 clusters Score -407982 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -407989.718750 Penalty: 3905.115723 Iteration 32Q: 3 clusters Score -407989.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -407994.781250 Penalty: 3905.115723 Iteration 33Q: 3 clusters Score -407994.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -407998.656250 Penalty: 3905.115723 Iteration 34Q: 3 clusters Score -407998.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -408001.093750 Penalty: 3905.115723 Iteration 35Q: 3 clusters Score -408001.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -408002.906250 Penalty: 3905.115723 Iteration 36Q: 3 clusters Score -408002.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -408007.437500 Penalty: 3905.115723 Iteration 37Q: 3 clusters Score -408007.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -408011.437500 Penalty: 3905.115723 Iteration 38Q: 3 clusters Score -408011.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -408012.406250 Penalty: 3905.115723 Iteration 39Q: 3 clusters Score -408012.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -408014.156250 Penalty: 3905.115723 Iteration 40F: 3 clusters Score -408014.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -408014.281250 Penalty: 3905.115723 Iteration 41Q: 3 clusters Score -408014.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -408014.281250 Penalty: 3905.115723 Iteration 42F: 3 clusters Score -408014.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Entering Unmasked Estep Score: -56356.214844 Penalty: 1474.464355 Iteration 0F: 2 clusters Score -56356.21 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 190 members Entering Unmasked Estep Score: -54998.523438 Penalty: 2948.928711 Iteration 0F: 3 clusters Score -54998.52 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -55141.664062 Penalty: 2948.928711 Iteration 1F: 3 clusters Score -55141.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -55181.664062 Penalty: 2948.928711 Iteration 2Q: 3 clusters Score -55181.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -55202.589844 Penalty: 2948.928711 Iteration 3Q: 3 clusters Score -55202.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -55219.378906 Penalty: 2948.928711 Iteration 4Q: 3 clusters Score -55219.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -55229.992188 Penalty: 2948.928711 Iteration 5Q: 3 clusters Score -55229.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -55232.156250 Penalty: 2948.928711 Iteration 6Q: 3 clusters Score -55232.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -55232.156250 Penalty: 2948.928711 Iteration 7F: 3 clusters Score -55232.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Entering Unmasked Estep Score: -562903.687500 Penalty: 2023.950317 Iteration 0F: 2 clusters Score -562903.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -559289.812500 Penalty: 4047.900635 Iteration 0F: 3 clusters Score -559289.8 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -560059.062500 Penalty: 4047.900635 Iteration 1F: 3 clusters Score -560059.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -560227.437500 Penalty: 4047.900635 Iteration 2F: 3 clusters Score -560227.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -560327.500000 Penalty: 4047.900635 Iteration 3Q: 3 clusters Score -560327.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -560393.437500 Penalty: 4047.900635 Iteration 4Q: 3 clusters Score -560393.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -560446.062500 Penalty: 4047.900635 Iteration 5Q: 3 clusters Score -560446.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -560497.687500 Penalty: 4047.900635 Iteration 6Q: 3 clusters Score -560497.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -560536.812500 Penalty: 4047.900635 Iteration 7Q: 3 clusters Score -560536.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -560567.125000 Penalty: 4047.900635 Iteration 8Q: 3 clusters Score -560567.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -560594.312500 Penalty: 4047.900635 Iteration 9Q: 3 clusters Score -560594.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -560615.312500 Penalty: 4047.900635 Iteration 10Q: 3 clusters Score -560615.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -560635.562500 Penalty: 4047.900635 Iteration 11Q: 3 clusters Score -560635.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -560653.750000 Penalty: 4047.900635 Iteration 12Q: 3 clusters Score -560653.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -560665.562500 Penalty: 4047.900635 Iteration 13Q: 3 clusters Score -560665.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -560677.625000 Penalty: 4047.900635 Iteration 14Q: 3 clusters Score -560677.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -560688.125000 Penalty: 4047.900635 Iteration 15Q: 3 clusters Score -560688.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -560695.062500 Penalty: 4047.900635 Iteration 16Q: 3 clusters Score -560695.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -560700.625000 Penalty: 4047.900635 Iteration 17Q: 3 clusters Score -560700.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -560706.375000 Penalty: 4047.900635 Iteration 18Q: 3 clusters Score -560706.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -560711.125000 Penalty: 4047.900635 Iteration 19Q: 3 clusters Score -560711.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -560713.250000 Penalty: 4047.900635 Iteration 20F: 3 clusters Score -560713.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -560715.125000 Penalty: 4047.900635 Iteration 21Q: 3 clusters Score -560715.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -560717.437500 Penalty: 4047.900635 Iteration 22Q: 3 clusters Score -560717.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -560718.062500 Penalty: 4047.900635 Iteration 23Q: 3 clusters Score -560718.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -560720.250000 Penalty: 4047.900635 Iteration 24Q: 3 clusters Score -560720.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -560721.687500 Penalty: 4047.900635 Iteration 25Q: 3 clusters Score -560721.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -560721.750000 Penalty: 4047.900635 Iteration 26Q: 3 clusters Score -560721.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -560723.062500 Penalty: 4047.900635 Iteration 27Q: 3 clusters Score -560723.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -560723.000000 Penalty: 4047.900635 Iteration 28Q: 3 clusters Score -560723 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -560723.875000 Penalty: 4047.900635 Iteration 29Q: 3 clusters Score -560723.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -560723.875000 Penalty: 4047.900635 Iteration 30F: 3 clusters Score -560723.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -33454.691406 Penalty: 1363.297729 Iteration 0F: 2 clusters Score -33454.69 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 123 members Entering Unmasked Estep Score: -32443.062500 Penalty: 2726.595459 Iteration 0F: 3 clusters Score -32443.06 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -32557.589844 Penalty: 2726.595459 Iteration 1F: 3 clusters Score -32557.59 nChanged 19 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: -32700.173828 Penalty: 2726.595459 Iteration 2F: 3 clusters Score -32700.17 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -32747.542969 Penalty: 2726.595459 Iteration 3Q: 3 clusters Score -32747.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -32778.468750 Penalty: 2726.595459 Iteration 4Q: 3 clusters Score -32778.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -32785.796875 Penalty: 2726.595459 Iteration 5Q: 3 clusters Score -32785.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -32789.058594 Penalty: 2726.595459 Iteration 6Q: 3 clusters Score -32789.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -32789.058594 Penalty: 2726.595459 Iteration 7F: 3 clusters Score -32789.06 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Entering Unmasked Estep Score: -274663.906250 Penalty: 1841.192993 Iteration 0F: 2 clusters Score -274663.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -272218.562500 Penalty: 3682.385986 Iteration 0F: 3 clusters Score -272218.6 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -272601.718750 Penalty: 3682.385986 Iteration 1F: 3 clusters Score -272601.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -272696.218750 Penalty: 3682.385986 Iteration 2F: 3 clusters Score -272696.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -272752.125000 Penalty: 3682.385986 Iteration 3Q: 3 clusters Score -272752.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -272791.093750 Penalty: 3682.385986 Iteration 4Q: 3 clusters Score -272791.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -272814.343750 Penalty: 3682.385986 Iteration 5Q: 3 clusters Score -272814.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -272827.656250 Penalty: 3682.385986 Iteration 6Q: 3 clusters Score -272827.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -272842.656250 Penalty: 3682.385986 Iteration 7Q: 3 clusters Score -272842.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -272847.718750 Penalty: 3682.385986 Iteration 8Q: 3 clusters Score -272847.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -272850.343750 Penalty: 3682.385986 Iteration 9Q: 3 clusters Score -272850.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -272853.687500 Penalty: 3682.385986 Iteration 10Q: 3 clusters Score -272853.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -272859.687500 Penalty: 3682.385986 Iteration 11Q: 3 clusters Score -272859.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -272861.593750 Penalty: 3682.385986 Iteration 12Q: 3 clusters Score -272861.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -272862.906250 Penalty: 3682.385986 Iteration 13Q: 3 clusters Score -272862.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -272863.062500 Penalty: 3682.385986 Iteration 14Q: 3 clusters Score -272863.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -272863.062500 Penalty: 3682.385986 Iteration 15F: 3 clusters Score -272863.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68254 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2626 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3502 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349650.000000 Penalty: 49922.464844 Iteration 79Q: 18 clusters Score -2.234965e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 8 contains 68255 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2626 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3501 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep ConsiderDeletion Score: -22349658.000000 Penalty: 49922.464844 Iteration 80F: 18 clusters Score -2.234966e+07 nChanged 0 Entering ConstructFrom: Score: -22349658.000000 Penalty: 49922.464844 Entering ConstructFrom: Trying to split cluster 1 (282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Entering Unmasked Estep Score: -39942.699219 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -39942.7 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 141 members Entering Unmasked Estep Score: -38711.656250 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -38711.66 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -38925.578125 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -38925.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -39035.027344 Penalty: 2798.385986 Iteration 2F: 3 clusters Score -39035.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -39127.320312 Penalty: 2798.385986 Iteration 3Q: 3 clusters Score -39127.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -39200.136719 Penalty: 2798.385986 Iteration 4Q: 3 clusters Score -39200.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -39248.628906 Penalty: 2798.385986 Iteration 5Q: 3 clusters Score -39248.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -39264.785156 Penalty: 2798.385986 Iteration 6Q: 3 clusters Score -39264.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -39300.554688 Penalty: 2798.385986 Iteration 7Q: 3 clusters Score -39300.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -39371.207031 Penalty: 2798.385986 Iteration 8Q: 3 clusters Score -39371.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -39395.492188 Penalty: 2798.385986 Iteration 9Q: 3 clusters Score -39395.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -39405.046875 Penalty: 2798.385986 Iteration 10Q: 3 clusters Score -39405.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -39417.996094 Penalty: 2798.385986 Iteration 11Q: 3 clusters Score -39418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -39436.488281 Penalty: 2798.385986 Iteration 12Q: 3 clusters Score -39436.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -39456.355469 Penalty: 2798.385986 Iteration 13Q: 3 clusters Score -39456.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -39501.136719 Penalty: 2798.385986 Iteration 14Q: 3 clusters Score -39501.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -39563.882812 Penalty: 2798.385986 Iteration 15Q: 3 clusters Score -39563.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -39614.339844 Penalty: 2798.385986 Iteration 16Q: 3 clusters Score -39614.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -39658.062500 Penalty: 2798.385986 Iteration 17Q: 3 clusters Score -39658.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -39700.421875 Penalty: 2798.385986 Iteration 18Q: 3 clusters Score -39700.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -39734.324219 Penalty: 2798.385986 Iteration 19Q: 3 clusters Score -39734.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -40014.242188 Penalty: 2798.385986 Iteration 20F: 3 clusters Score -40014.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -40030.492188 Penalty: 2798.385986 Iteration 21Q: 3 clusters Score -40030.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -40030.492188 Penalty: 2798.385986 Iteration 22F: 3 clusters Score -40030.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 6 contains 139 members Mstep: Class 8 contains 68255 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2626 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3501 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep Score: -22348238.000000 Penalty: 52859.082031 Splitting cluster 1 changes total score from -22349658.000000 to -22348238.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (888 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Entering Unmasked Estep Score: -125069.007812 Penalty: 1683.665039 Iteration 0F: 2 clusters Score -125069 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -123321.882812 Penalty: 3367.330078 Iteration 0F: 3 clusters Score -123321.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -123737.625000 Penalty: 3367.330078 Iteration 1F: 3 clusters Score -123737.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -123894.390625 Penalty: 3367.330078 Iteration 2F: 3 clusters Score -123894.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -124043.429688 Penalty: 3367.330078 Iteration 3Q: 3 clusters Score -124043.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -124154.289062 Penalty: 3367.330078 Iteration 4F: 3 clusters Score -124154.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -124241.171875 Penalty: 3367.330078 Iteration 5Q: 3 clusters Score -124241.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -124357.296875 Penalty: 3367.330078 Iteration 6Q: 3 clusters Score -124357.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -124487.539062 Penalty: 3367.330078 Iteration 7Q: 3 clusters Score -124487.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -124647.992188 Penalty: 3367.330078 Iteration 8Q: 3 clusters Score -124648 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -124807.929688 Penalty: 3367.330078 Iteration 9Q: 3 clusters Score -124807.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -124868.976562 Penalty: 3367.330078 Iteration 10Q: 3 clusters Score -124869 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -124930.101562 Penalty: 3367.330078 Iteration 11Q: 3 clusters Score -124930.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -125008.492188 Penalty: 3367.330078 Iteration 12Q: 3 clusters Score -125008.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -125115.031250 Penalty: 3367.330078 Iteration 13Q: 3 clusters Score -125115 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -125239.835938 Penalty: 3367.330078 Iteration 14Q: 3 clusters Score -125239.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -125356.906250 Penalty: 3367.330078 Iteration 15Q: 3 clusters Score -125356.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -125400.281250 Penalty: 3367.330078 Iteration 16Q: 3 clusters Score -125400.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -125406.132812 Penalty: 3367.330078 Iteration 17Q: 3 clusters Score -125406.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -125408.359375 Penalty: 3367.330078 Iteration 18Q: 3 clusters Score -125408.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -125429.335938 Penalty: 3367.330078 Iteration 19F: 3 clusters Score -125429.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -125537.328125 Penalty: 3367.330078 Iteration 20F: 3 clusters Score -125537.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -125546.007812 Penalty: 3367.330078 Iteration 21Q: 3 clusters Score -125546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -125557.679688 Penalty: 3367.330078 Iteration 22Q: 3 clusters Score -125557.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -125562.984375 Penalty: 3367.330078 Iteration 23Q: 3 clusters Score -125563 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -125579.453125 Penalty: 3367.330078 Iteration 24Q: 3 clusters Score -125579.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -125600.062500 Penalty: 3367.330078 Iteration 25Q: 3 clusters Score -125600.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -125622.460938 Penalty: 3367.330078 Iteration 26Q: 3 clusters Score -125622.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -125659.226562 Penalty: 3367.330078 Iteration 27Q: 3 clusters Score -125659.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -125721.156250 Penalty: 3367.330078 Iteration 28Q: 3 clusters Score -125721.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -125760.406250 Penalty: 3367.330078 Iteration 29Q: 3 clusters Score -125760.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -125797.843750 Penalty: 3367.330078 Iteration 30Q: 3 clusters Score -125797.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -125833.265625 Penalty: 3367.330078 Iteration 31Q: 3 clusters Score -125833.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -125858.523438 Penalty: 3367.330078 Iteration 32Q: 3 clusters Score -125858.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -125858.523438 Penalty: 3367.330078 Iteration 33F: 3 clusters Score -125858.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 356 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 6 contains 532 members Mstep: Class 8 contains 68255 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2626 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3501 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep Score: -22349208.000000 Penalty: 52859.082031 Splitting cluster 2 changes total score from -22349658.000000 to -22349208.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (4648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Entering Unmasked Estep Score: -752525.250000 Penalty: 2094.159668 Iteration 0F: 2 clusters Score -752525.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -748236.187500 Penalty: 4188.319336 Iteration 0F: 3 clusters Score -748236.2 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -749365.875000 Penalty: 4188.319336 Iteration 1F: 3 clusters Score -749365.9 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -749692.500000 Penalty: 4188.319336 Iteration 2F: 3 clusters Score -749692.5 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -749960.500000 Penalty: 4188.319336 Iteration 3F: 3 clusters Score -749960.5 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -750181.750000 Penalty: 4188.319336 Iteration 4F: 3 clusters Score -750181.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -750382.312500 Penalty: 4188.319336 Iteration 5F: 3 clusters Score -750382.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -750525.750000 Penalty: 4188.319336 Iteration 6Q: 3 clusters Score -750525.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -750618.312500 Penalty: 4188.319336 Iteration 7Q: 3 clusters Score -750618.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -750678.687500 Penalty: 4188.319336 Iteration 8Q: 3 clusters Score -750678.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -750715.625000 Penalty: 4188.319336 Iteration 9Q: 3 clusters Score -750715.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -750736.000000 Penalty: 4188.319336 Iteration 10Q: 3 clusters Score -750736 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -750750.625000 Penalty: 4188.319336 Iteration 11Q: 3 clusters Score -750750.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -750761.875000 Penalty: 4188.319336 Iteration 12Q: 3 clusters Score -750761.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -750772.375000 Penalty: 4188.319336 Iteration 13Q: 3 clusters Score -750772.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -750781.562500 Penalty: 4188.319336 Iteration 14Q: 3 clusters Score -750781.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -750787.625000 Penalty: 4188.319336 Iteration 15Q: 3 clusters Score -750787.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -750793.000000 Penalty: 4188.319336 Iteration 16Q: 3 clusters Score -750793 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -750796.375000 Penalty: 4188.319336 Iteration 17Q: 3 clusters Score -750796.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -750797.187500 Penalty: 4188.319336 Iteration 18Q: 3 clusters Score -750797.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -750799.875000 Penalty: 4188.319336 Iteration 19Q: 3 clusters Score -750799.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -750803.875000 Penalty: 4188.319336 Iteration 20F: 3 clusters Score -750803.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -750802.937500 Penalty: 4188.319336 Iteration 21Q: 3 clusters Score -750802.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -750805.375000 Penalty: 4188.319336 Iteration 22Q: 3 clusters Score -750805.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -750806.312500 Penalty: 4188.319336 Iteration 23Q: 3 clusters Score -750806.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -750805.125000 Penalty: 4188.319336 Iteration 24Q: 3 clusters Score -750805.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -750804.812500 Penalty: 4188.319336 Iteration 25Q: 3 clusters Score -750804.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -750806.437500 Penalty: 4188.319336 Iteration 26Q: 3 clusters Score -750806.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -750806.437500 Penalty: 4188.319336 Iteration 27F: 3 clusters Score -750806.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (18498 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18498 members Entering Unmasked Estep Score: -2986384.500000 Penalty: 2436.703613 Iteration 0F: 2 clusters Score -2986384 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9259 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -2973256.750000 Penalty: 4873.407227 Iteration 0F: 3 clusters Score -2973257 nChanged 8151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -2977841.750000 Penalty: 4873.407227 Iteration 1F: 3 clusters Score -2977842 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10058 members Mstep: Class 2 contains 8440 members Entering Unmasked Estep Score: -2978408.000000 Penalty: 4873.407227 Iteration 2F: 3 clusters Score -2978408 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10556 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -2978997.750000 Penalty: 4873.407227 Iteration 3F: 3 clusters Score -2978998 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11148 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -2979610.500000 Penalty: 4873.407227 Iteration 4F: 3 clusters Score -2979610 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -2980228.250000 Penalty: 4873.407227 Iteration 5F: 3 clusters Score -2980228 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12453 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -2980796.500000 Penalty: 4873.407227 Iteration 6F: 3 clusters Score -2980796 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13098 members Mstep: Class 2 contains 5400 members Entering Unmasked Estep Score: -2981349.250000 Penalty: 4873.407227 Iteration 7Q: 3 clusters Score -2981349 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -2981822.000000 Penalty: 4873.407227 Iteration 8Q: 3 clusters Score -2981822 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14316 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -2982260.000000 Penalty: 4873.407227 Iteration 9Q: 3 clusters Score -2982260 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14905 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -2982662.250000 Penalty: 4873.407227 Iteration 10Q: 3 clusters Score -2982662 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15408 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -2983018.000000 Penalty: 4873.407227 Iteration 11Q: 3 clusters Score -2983018 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -2983296.750000 Penalty: 4873.407227 Iteration 12Q: 3 clusters Score -2983297 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16187 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -2983548.000000 Penalty: 4873.407227 Iteration 13Q: 3 clusters Score -2983548 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16506 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -2983768.500000 Penalty: 4873.407227 Iteration 14Q: 3 clusters Score -2983768 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16781 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -2983969.750000 Penalty: 4873.407227 Iteration 15Q: 3 clusters Score -2983970 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17004 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -2984129.500000 Penalty: 4873.407227 Iteration 16Q: 3 clusters Score -2984130 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -2984299.500000 Penalty: 4873.407227 Iteration 17Q: 3 clusters Score -2984300 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -2984399.000000 Penalty: 4873.407227 Iteration 18Q: 3 clusters Score -2984399 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17469 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -2984472.250000 Penalty: 4873.407227 Iteration 19Q: 3 clusters Score -2984472 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17548 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -2984542.000000 Penalty: 4873.407227 Iteration 20F: 3 clusters Score -2984542 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17608 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -2984593.500000 Penalty: 4873.407227 Iteration 21Q: 3 clusters Score -2984594 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17643 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -2984628.000000 Penalty: 4873.407227 Iteration 22Q: 3 clusters Score -2984628 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17671 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -2984674.750000 Penalty: 4873.407227 Iteration 23Q: 3 clusters Score -2984675 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17702 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -2984705.750000 Penalty: 4873.407227 Iteration 24Q: 3 clusters Score -2984706 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17733 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -2984731.000000 Penalty: 4873.407227 Iteration 25Q: 3 clusters Score -2984731 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17761 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -2984757.000000 Penalty: 4873.407227 Iteration 26Q: 3 clusters Score -2984757 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17775 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -2984769.750000 Penalty: 4873.407227 Iteration 27Q: 3 clusters Score -2984770 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17787 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -2984787.000000 Penalty: 4873.407227 Iteration 28Q: 3 clusters Score -2984787 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17797 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -2984795.000000 Penalty: 4873.407227 Iteration 29Q: 3 clusters Score -2984795 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17810 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -2984803.250000 Penalty: 4873.407227 Iteration 30Q: 3 clusters Score -2984803 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17812 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -2984803.250000 Penalty: 4873.407227 Iteration 31Q: 3 clusters Score -2984803 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17817 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -2984811.500000 Penalty: 4873.407227 Iteration 32Q: 3 clusters Score -2984812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17821 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -2984820.000000 Penalty: 4873.407227 Iteration 33Q: 3 clusters Score -2984820 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17827 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -2984823.250000 Penalty: 4873.407227 Iteration 34Q: 3 clusters Score -2984823 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17828 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -2984823.250000 Penalty: 4873.407227 Iteration 35Q: 3 clusters Score -2984823 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17830 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -2984828.750000 Penalty: 4873.407227 Iteration 36Q: 3 clusters Score -2984829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17832 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -2984824.750000 Penalty: 4873.407227 Iteration 37Q: 3 clusters Score -2984825 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17834 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -2984830.000000 Penalty: 4873.407227 Iteration 38Q: 3 clusters Score -2984830 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17834 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -2984830.000000 Penalty: 4873.407227 Iteration 39F: 3 clusters Score -2984830 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Entering Unmasked Estep Score: -13168.450195 Penalty: 1144.549805 Iteration 0F: 2 clusters Score -13168.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -12375.847656 Penalty: 2289.099609 Iteration 0F: 3 clusters Score -12375.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -12388.817383 Penalty: 2289.099609 Iteration 1Q: 3 clusters Score -12388.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -12388.817383 Penalty: 2289.099609 Iteration 2F: 3 clusters Score -12388.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (68255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68255 members Entering Unmasked Estep Score: -11162295.000000 Penalty: 2760.489502 Iteration 0F: 2 clusters Score -1.11623e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33904 members Mstep: Class 2 contains 34351 members Entering Unmasked Estep Score: -11117691.000000 Penalty: 5520.979004 Iteration 0F: 3 clusters Score -1.111769e+07 nChanged 31743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31979 members Mstep: Class 2 contains 36276 members Entering Unmasked Estep Score: -11135377.000000 Penalty: 5520.979004 Iteration 1F: 3 clusters Score -1.113538e+07 nChanged 2786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30599 members Mstep: Class 2 contains 37656 members Entering Unmasked Estep Score: -11136254.000000 Penalty: 5520.979004 Iteration 2Q: 3 clusters Score -1.113625e+07 nChanged 2929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28608 members Mstep: Class 2 contains 39647 members Entering Unmasked Estep Score: -11137343.000000 Penalty: 5520.979004 Iteration 3Q: 3 clusters Score -1.113734e+07 nChanged 3338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25894 members Mstep: Class 2 contains 42361 members Entering Unmasked Estep Score: -11138866.000000 Penalty: 5520.979004 Iteration 4Q: 3 clusters Score -1.113887e+07 nChanged 4028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22234 members Mstep: Class 2 contains 46021 members Entering Unmasked Estep Score: -11141284.000000 Penalty: 5520.979004 Iteration 5F: 3 clusters Score -1.114128e+07 nChanged 4874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17630 members Mstep: Class 2 contains 50625 members Entering Unmasked Estep Score: -11144804.000000 Penalty: 5520.979004 Iteration 6F: 3 clusters Score -1.11448e+07 nChanged 5231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12561 members Mstep: Class 2 contains 55694 members Entering Unmasked Estep Score: -11149149.000000 Penalty: 5520.979004 Iteration 7F: 3 clusters Score -1.114915e+07 nChanged 4721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 60297 members Entering Unmasked Estep Score: -11153250.000000 Penalty: 5520.979004 Iteration 8F: 3 clusters Score -1.115325e+07 nChanged 3335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 63556 members Entering Unmasked Estep Score: -11156607.000000 Penalty: 5520.979004 Iteration 9Q: 3 clusters Score -1.115661e+07 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 65352 members Entering Unmasked Estep Score: -11158610.000000 Penalty: 5520.979004 Iteration 10Q: 3 clusters Score -1.115861e+07 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 66145 members Entering Unmasked Estep Score: -11159458.000000 Penalty: 5520.979004 Iteration 11Q: 3 clusters Score -1.115946e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 66479 members Entering Unmasked Estep Score: -11159989.000000 Penalty: 5520.979004 Iteration 12Q: 3 clusters Score -1.115999e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 66610 members Entering Unmasked Estep Score: -11160222.000000 Penalty: 5520.979004 Iteration 13Q: 3 clusters Score -1.116022e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 66667 members Entering Unmasked Estep Score: -11160413.000000 Penalty: 5520.979004 Iteration 14Q: 3 clusters Score -1.116041e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 66709 members Entering Unmasked Estep Score: -11160515.000000 Penalty: 5520.979004 Iteration 15Q: 3 clusters Score -1.116052e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 66742 members Entering Unmasked Estep Score: -11160563.000000 Penalty: 5520.979004 Iteration 16Q: 3 clusters Score -1.116056e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 66757 members Entering Unmasked Estep Score: -11160616.000000 Penalty: 5520.979004 Iteration 17Q: 3 clusters Score -1.116062e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 66773 members Entering Unmasked Estep Score: -11160658.000000 Penalty: 5520.979004 Iteration 18Q: 3 clusters Score -1.116066e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 66783 members Entering Unmasked Estep Score: -11160683.000000 Penalty: 5520.979004 Iteration 19Q: 3 clusters Score -1.116068e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 66806 members Entering Unmasked Estep Score: -11160692.000000 Penalty: 5520.979004 Iteration 20F: 3 clusters Score -1.116069e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 66819 members Entering Unmasked Estep Score: -11160728.000000 Penalty: 5520.979004 Iteration 21Q: 3 clusters Score -1.116073e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 66830 members Entering Unmasked Estep Score: -11160761.000000 Penalty: 5520.979004 Iteration 22Q: 3 clusters Score -1.116076e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 66838 members Entering Unmasked Estep Score: -11160787.000000 Penalty: 5520.979004 Iteration 23Q: 3 clusters Score -1.116079e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 66846 members Entering Unmasked Estep Score: -11160815.000000 Penalty: 5520.979004 Iteration 24Q: 3 clusters Score -1.116082e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 66861 members Entering Unmasked Estep Score: -11160854.000000 Penalty: 5520.979004 Iteration 25Q: 3 clusters Score -1.116085e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 66873 members Entering Unmasked Estep Score: -11160913.000000 Penalty: 5520.979004 Iteration 26Q: 3 clusters Score -1.116091e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 66892 members Entering Unmasked Estep Score: -11160922.000000 Penalty: 5520.979004 Iteration 27Q: 3 clusters Score -1.116092e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 66898 members Entering Unmasked Estep Score: -11160944.000000 Penalty: 5520.979004 Iteration 28Q: 3 clusters Score -1.116094e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 66910 members Entering Unmasked Estep Score: -11160954.000000 Penalty: 5520.979004 Iteration 29Q: 3 clusters Score -1.116095e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 66916 members Entering Unmasked Estep Score: -11160954.000000 Penalty: 5520.979004 Iteration 30Q: 3 clusters Score -1.116095e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 66916 members Entering Unmasked Estep Score: -11160958.000000 Penalty: 5520.979004 Iteration 31Q: 3 clusters Score -1.116096e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 66914 members Entering Unmasked Estep Score: -11160964.000000 Penalty: 5520.979004 Iteration 32Q: 3 clusters Score -1.116096e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 66916 members Entering Unmasked Estep Score: -11160972.000000 Penalty: 5520.979004 Iteration 33Q: 3 clusters Score -1.116097e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 66915 members Entering Unmasked Estep Score: -11160977.000000 Penalty: 5520.979004 Iteration 34Q: 3 clusters Score -1.116098e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 66918 members Entering Unmasked Estep Score: -11160964.000000 Penalty: 5520.979004 Iteration 35Q: 3 clusters Score -1.116096e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 66920 members Entering Unmasked Estep Score: -11160957.000000 Penalty: 5520.979004 Iteration 36Q: 3 clusters Score -1.116096e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 66922 members Entering Unmasked Estep Score: -11160978.000000 Penalty: 5520.979004 Iteration 37Q: 3 clusters Score -1.116098e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 66926 members Entering Unmasked Estep Score: -11160981.000000 Penalty: 5520.979004 Iteration 38Q: 3 clusters Score -1.116098e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 66928 members Entering Unmasked Estep Score: -11160973.000000 Penalty: 5520.979004 Iteration 39Q: 3 clusters Score -1.116097e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 66929 members Entering Unmasked Estep Score: -11160976.000000 Penalty: 5520.979004 Iteration 40F: 3 clusters Score -1.116098e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 66929 members Entering Unmasked Estep Score: -11160982.000000 Penalty: 5520.979004 Iteration 41Q: 3 clusters Score -1.116098e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 66926 members Entering Unmasked Estep Score: -11160972.000000 Penalty: 5520.979004 Iteration 42Q: 3 clusters Score -1.116097e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 66926 members Entering Unmasked Estep Score: -11160972.000000 Penalty: 5520.979004 Iteration 43Q: 3 clusters Score -1.116097e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 66923 members Entering Unmasked Estep Score: -11160973.000000 Penalty: 5520.979004 Iteration 44Q: 3 clusters Score -1.116097e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 66923 members Entering Unmasked Estep Score: -11160973.000000 Penalty: 5520.979004 Iteration 45F: 3 clusters Score -1.116097e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Entering Unmasked Estep Score: -556976.937500 Penalty: 2014.789307 Iteration 0F: 2 clusters Score -556976.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -553510.812500 Penalty: 4029.578613 Iteration 0F: 3 clusters Score -553510.8 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -554254.937500 Penalty: 4029.578613 Iteration 1F: 3 clusters Score -554254.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -554401.250000 Penalty: 4029.578613 Iteration 2F: 3 clusters Score -554401.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -554495.875000 Penalty: 4029.578613 Iteration 3Q: 3 clusters Score -554495.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -554577.375000 Penalty: 4029.578613 Iteration 4Q: 3 clusters Score -554577.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -554653.437500 Penalty: 4029.578613 Iteration 5Q: 3 clusters Score -554653.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -554723.937500 Penalty: 4029.578613 Iteration 6Q: 3 clusters Score -554723.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -554801.187500 Penalty: 4029.578613 Iteration 7Q: 3 clusters Score -554801.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -554873.500000 Penalty: 4029.578613 Iteration 8Q: 3 clusters Score -554873.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -554954.187500 Penalty: 4029.578613 Iteration 9Q: 3 clusters Score -554954.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -555032.875000 Penalty: 4029.578613 Iteration 10Q: 3 clusters Score -555032.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -555112.187500 Penalty: 4029.578613 Iteration 11Q: 3 clusters Score -555112.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -555191.687500 Penalty: 4029.578613 Iteration 12Q: 3 clusters Score -555191.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -555265.625000 Penalty: 4029.578613 Iteration 13Q: 3 clusters Score -555265.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -555333.250000 Penalty: 4029.578613 Iteration 14Q: 3 clusters Score -555333.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -555391.750000 Penalty: 4029.578613 Iteration 15Q: 3 clusters Score -555391.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -555444.375000 Penalty: 4029.578613 Iteration 16Q: 3 clusters Score -555444.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -555513.187500 Penalty: 4029.578613 Iteration 17Q: 3 clusters Score -555513.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -555562.375000 Penalty: 4029.578613 Iteration 18Q: 3 clusters Score -555562.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -555605.125000 Penalty: 4029.578613 Iteration 19Q: 3 clusters Score -555605.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -555632.125000 Penalty: 4029.578613 Iteration 20F: 3 clusters Score -555632.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -555649.875000 Penalty: 4029.578613 Iteration 21Q: 3 clusters Score -555649.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -555664.562500 Penalty: 4029.578613 Iteration 22Q: 3 clusters Score -555664.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -555673.312500 Penalty: 4029.578613 Iteration 23Q: 3 clusters Score -555673.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -555689.937500 Penalty: 4029.578613 Iteration 24Q: 3 clusters Score -555689.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -555701.625000 Penalty: 4029.578613 Iteration 25Q: 3 clusters Score -555701.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -555714.375000 Penalty: 4029.578613 Iteration 26Q: 3 clusters Score -555714.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -555726.375000 Penalty: 4029.578613 Iteration 27Q: 3 clusters Score -555726.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -555738.000000 Penalty: 4029.578613 Iteration 28Q: 3 clusters Score -555738 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -555746.437500 Penalty: 4029.578613 Iteration 29Q: 3 clusters Score -555746.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -555751.500000 Penalty: 4029.578613 Iteration 30Q: 3 clusters Score -555751.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -555753.375000 Penalty: 4029.578613 Iteration 31Q: 3 clusters Score -555753.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -555754.875000 Penalty: 4029.578613 Iteration 32Q: 3 clusters Score -555754.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -555754.750000 Penalty: 4029.578613 Iteration 33Q: 3 clusters Score -555754.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -555756.875000 Penalty: 4029.578613 Iteration 34Q: 3 clusters Score -555756.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -555758.625000 Penalty: 4029.578613 Iteration 35Q: 3 clusters Score -555758.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -555758.500000 Penalty: 4029.578613 Iteration 36Q: 3 clusters Score -555758.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -555760.937500 Penalty: 4029.578613 Iteration 37Q: 3 clusters Score -555760.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -555760.937500 Penalty: 4029.578613 Iteration 38F: 3 clusters Score -555760.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Entering Unmasked Estep Score: -57921.371094 Penalty: 1517.288086 Iteration 0F: 2 clusters Score -57921.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -57002.792969 Penalty: 3034.576172 Iteration 0F: 3 clusters Score -57002.79 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -57549.398438 Penalty: 3034.576172 Iteration 1F: 3 clusters Score -57549.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -57971.839844 Penalty: 3034.576172 Iteration 2F: 3 clusters Score -57971.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -58093.757812 Penalty: 3034.576172 Iteration 3Q: 3 clusters Score -58093.76 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -58154.894531 Penalty: 3034.576172 Iteration 4Q: 3 clusters Score -58154.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -58191.750000 Penalty: 3034.576172 Iteration 5Q: 3 clusters Score -58191.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -58230.132812 Penalty: 3034.576172 Iteration 6Q: 3 clusters Score -58230.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -58265.300781 Penalty: 3034.576172 Iteration 7Q: 3 clusters Score -58265.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -58270.011719 Penalty: 3034.576172 Iteration 8Q: 3 clusters Score -58270.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -58270.375000 Penalty: 3034.576172 Iteration 9F: 3 clusters Score -58270.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -58285.132812 Penalty: 3034.576172 Iteration 10Q: 3 clusters Score -58285.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -58295.128906 Penalty: 3034.576172 Iteration 11Q: 3 clusters Score -58295.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -58317.156250 Penalty: 3034.576172 Iteration 12Q: 3 clusters Score -58317.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -58328.542969 Penalty: 3034.576172 Iteration 13Q: 3 clusters Score -58328.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -58366.949219 Penalty: 3034.576172 Iteration 14Q: 3 clusters Score -58366.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -58384.714844 Penalty: 3034.576172 Iteration 15Q: 3 clusters Score -58384.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -58394.734375 Penalty: 3034.576172 Iteration 16Q: 3 clusters Score -58394.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -58404.050781 Penalty: 3034.576172 Iteration 17Q: 3 clusters Score -58404.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -58413.496094 Penalty: 3034.576172 Iteration 18Q: 3 clusters Score -58413.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -58416.457031 Penalty: 3034.576172 Iteration 19F: 3 clusters Score -58416.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -58454.277344 Penalty: 3034.576172 Iteration 20F: 3 clusters Score -58454.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -58473.718750 Penalty: 3034.576172 Iteration 21Q: 3 clusters Score -58473.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -58480.210938 Penalty: 3034.576172 Iteration 22Q: 3 clusters Score -58480.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -58480.210938 Penalty: 3034.576172 Iteration 23F: 3 clusters Score -58480.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 6 contains 352 members Mstep: Class 8 contains 68255 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 102 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 698 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2626 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3501 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep Score: -22348802.000000 Penalty: 52859.082031 Splitting cluster 10 changes total score from -22349658.000000 to -22348802.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (7600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7600 members Entering Unmasked Estep Score: -1251241.750000 Penalty: 2216.104004 Iteration 0F: 2 clusters Score -1251242 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -1245100.875000 Penalty: 4432.208008 Iteration 0F: 3 clusters Score -1245101 nChanged 3009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1246679.375000 Penalty: 4432.208008 Iteration 1F: 3 clusters Score -1246679 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -1246929.625000 Penalty: 4432.208008 Iteration 2F: 3 clusters Score -1246930 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1247084.750000 Penalty: 4432.208008 Iteration 3Q: 3 clusters Score -1247085 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1247206.625000 Penalty: 4432.208008 Iteration 4Q: 3 clusters Score -1247207 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -1247299.750000 Penalty: 4432.208008 Iteration 5Q: 3 clusters Score -1247300 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -1247373.375000 Penalty: 4432.208008 Iteration 6Q: 3 clusters Score -1247373 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1247431.750000 Penalty: 4432.208008 Iteration 7Q: 3 clusters Score -1247432 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -1247482.500000 Penalty: 4432.208008 Iteration 8Q: 3 clusters Score -1247482 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -1247541.875000 Penalty: 4432.208008 Iteration 9Q: 3 clusters Score -1247542 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1247591.250000 Penalty: 4432.208008 Iteration 10Q: 3 clusters Score -1247591 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1247644.375000 Penalty: 4432.208008 Iteration 11Q: 3 clusters Score -1247644 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1247712.000000 Penalty: 4432.208008 Iteration 12Q: 3 clusters Score -1247712 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -1247769.875000 Penalty: 4432.208008 Iteration 13Q: 3 clusters Score -1247770 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -1247839.375000 Penalty: 4432.208008 Iteration 14Q: 3 clusters Score -1247839 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -1247917.750000 Penalty: 4432.208008 Iteration 15Q: 3 clusters Score -1247918 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1248005.000000 Penalty: 4432.208008 Iteration 16Q: 3 clusters Score -1248005 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1248083.500000 Penalty: 4432.208008 Iteration 17Q: 3 clusters Score -1248084 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5241 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1248168.250000 Penalty: 4432.208008 Iteration 18Q: 3 clusters Score -1248168 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1248271.000000 Penalty: 4432.208008 Iteration 19Q: 3 clusters Score -1248271 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1248396.250000 Penalty: 4432.208008 Iteration 20F: 3 clusters Score -1248396 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -1248524.125000 Penalty: 4432.208008 Iteration 21Q: 3 clusters Score -1248524 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -1248666.375000 Penalty: 4432.208008 Iteration 22Q: 3 clusters Score -1248666 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -1248807.500000 Penalty: 4432.208008 Iteration 23Q: 3 clusters Score -1248808 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1248966.125000 Penalty: 4432.208008 Iteration 24Q: 3 clusters Score -1248966 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1249104.375000 Penalty: 4432.208008 Iteration 25Q: 3 clusters Score -1249104 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1249202.250000 Penalty: 4432.208008 Iteration 26Q: 3 clusters Score -1249202 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -1249289.500000 Penalty: 4432.208008 Iteration 27Q: 3 clusters Score -1249290 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -1249363.500000 Penalty: 4432.208008 Iteration 28Q: 3 clusters Score -1249364 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1249403.500000 Penalty: 4432.208008 Iteration 29Q: 3 clusters Score -1249404 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1249439.125000 Penalty: 4432.208008 Iteration 30Q: 3 clusters Score -1249439 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1249471.375000 Penalty: 4432.208008 Iteration 31Q: 3 clusters Score -1249471 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -1249499.500000 Penalty: 4432.208008 Iteration 32Q: 3 clusters Score -1249500 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1249526.000000 Penalty: 4432.208008 Iteration 33Q: 3 clusters Score -1249526 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1249547.625000 Penalty: 4432.208008 Iteration 34Q: 3 clusters Score -1249548 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1249562.500000 Penalty: 4432.208008 Iteration 35Q: 3 clusters Score -1249562 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1249568.375000 Penalty: 4432.208008 Iteration 36Q: 3 clusters Score -1249568 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -1249570.250000 Penalty: 4432.208008 Iteration 37Q: 3 clusters Score -1249570 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -1249572.875000 Penalty: 4432.208008 Iteration 38Q: 3 clusters Score -1249573 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1249574.125000 Penalty: 4432.208008 Iteration 39Q: 3 clusters Score -1249574 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -1249578.500000 Penalty: 4432.208008 Iteration 40F: 3 clusters Score -1249578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7174 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1249579.500000 Penalty: 4432.208008 Iteration 41Q: 3 clusters Score -1249580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -1249582.125000 Penalty: 4432.208008 Iteration 42Q: 3 clusters Score -1249582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1249583.000000 Penalty: 4432.208008 Iteration 43Q: 3 clusters Score -1249583 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1249583.000000 Penalty: 4432.208008 Iteration 44F: 3 clusters Score -1249583 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (25061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25061 members Entering Unmasked Estep Score: -4156417.500000 Penalty: 2512.009033 Iteration 0F: 2 clusters Score -4156418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12448 members Mstep: Class 2 contains 12613 members Entering Unmasked Estep Score: -4139177.750000 Penalty: 5024.018066 Iteration 0F: 3 clusters Score -4139178 nChanged 11007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 13268 members Entering Unmasked Estep Score: -4145021.250000 Penalty: 5024.018066 Iteration 1F: 3 clusters Score -4145021 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 13689 members Entering Unmasked Estep Score: -4145506.000000 Penalty: 5024.018066 Iteration 2F: 3 clusters Score -4145506 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10793 members Mstep: Class 2 contains 14268 members Entering Unmasked Estep Score: -4146101.000000 Penalty: 5024.018066 Iteration 3F: 3 clusters Score -4146101 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 15052 members Entering Unmasked Estep Score: -4146845.750000 Penalty: 5024.018066 Iteration 4F: 3 clusters Score -4146846 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 16063 members Entering Unmasked Estep Score: -4147930.750000 Penalty: 5024.018066 Iteration 5F: 3 clusters Score -4147931 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 17188 members Entering Unmasked Estep Score: -4149331.750000 Penalty: 5024.018066 Iteration 6F: 3 clusters Score -4149332 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 18283 members Entering Unmasked Estep Score: -4151080.250000 Penalty: 5024.018066 Iteration 7F: 3 clusters Score -4151080 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5862 members Mstep: Class 2 contains 19199 members Entering Unmasked Estep Score: -4153143.250000 Penalty: 5024.018066 Iteration 8F: 3 clusters Score -4153143 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 19721 members Entering Unmasked Estep Score: -4155158.500000 Penalty: 5024.018066 Iteration 9F: 3 clusters Score -4155158 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 19927 members Entering Unmasked Estep Score: -4156136.750000 Penalty: 5024.018066 Iteration 10Q: 3 clusters Score -4156137 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 20053 members Entering Unmasked Estep Score: -4156337.750000 Penalty: 5024.018066 Iteration 11Q: 3 clusters Score -4156338 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 20143 members Entering Unmasked Estep Score: -4156396.250000 Penalty: 5024.018066 Iteration 12Q: 3 clusters Score -4156396 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 20194 members Entering Unmasked Estep Score: -4156400.500000 Penalty: 5024.018066 Iteration 13Q: 3 clusters Score -4156400 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 20224 members Entering Unmasked Estep Score: -4156388.500000 Penalty: 5024.018066 Iteration 14Q: 3 clusters Score -4156388 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 20239 members Entering Unmasked Estep Score: -4156396.500000 Penalty: 5024.018066 Iteration 15Q: 3 clusters Score -4156396 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 20252 members Entering Unmasked Estep Score: -4156398.000000 Penalty: 5024.018066 Iteration 16Q: 3 clusters Score -4156398 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 20257 members Entering Unmasked Estep Score: -4156397.250000 Penalty: 5024.018066 Iteration 17Q: 3 clusters Score -4156397 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 20263 members Entering Unmasked Estep Score: -4156395.750000 Penalty: 5024.018066 Iteration 18Q: 3 clusters Score -4156396 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 20265 members Entering Unmasked Estep Score: -4156401.250000 Penalty: 5024.018066 Iteration 19Q: 3 clusters Score -4156401 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 20266 members Entering Unmasked Estep Score: -4156400.750000 Penalty: 5024.018066 Iteration 20F: 3 clusters Score -4156401 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 20267 members Entering Unmasked Estep Score: -4156403.250000 Penalty: 5024.018066 Iteration 21Q: 3 clusters Score -4156403 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 20271 members Entering Unmasked Estep Score: -4156397.500000 Penalty: 5024.018066 Iteration 22Q: 3 clusters Score -4156398 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 20275 members Entering Unmasked Estep Score: -4156396.250000 Penalty: 5024.018066 Iteration 23Q: 3 clusters Score -4156396 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 20276 members Entering Unmasked Estep Score: -4156396.750000 Penalty: 5024.018066 Iteration 24Q: 3 clusters Score -4156397 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 20278 members Entering Unmasked Estep Score: -4156398.500000 Penalty: 5024.018066 Iteration 25Q: 3 clusters Score -4156398 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 20278 members Entering Unmasked Estep Score: -4156398.500000 Penalty: 5024.018066 Iteration 26F: 3 clusters Score -4156398 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -98717.992188 Penalty: 1623.958374 Iteration 0F: 2 clusters Score -98717.99 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 326 members Entering Unmasked Estep Score: -97151.140625 Penalty: 3247.916748 Iteration 0F: 3 clusters Score -97151.14 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -97689.523438 Penalty: 3247.916748 Iteration 1F: 3 clusters Score -97689.52 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -98015.406250 Penalty: 3247.916748 Iteration 2F: 3 clusters Score -98015.41 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -98236.773438 Penalty: 3247.916748 Iteration 3F: 3 clusters Score -98236.77 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -98339.414062 Penalty: 3247.916748 Iteration 4Q: 3 clusters Score -98339.41 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -98445.640625 Penalty: 3247.916748 Iteration 5Q: 3 clusters Score -98445.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -98517.421875 Penalty: 3247.916748 Iteration 6Q: 3 clusters Score -98517.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -98534.578125 Penalty: 3247.916748 Iteration 7Q: 3 clusters Score -98534.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -98567.179688 Penalty: 3247.916748 Iteration 8Q: 3 clusters Score -98567.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -98587.617188 Penalty: 3247.916748 Iteration 9Q: 3 clusters Score -98587.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -98606.296875 Penalty: 3247.916748 Iteration 10Q: 3 clusters Score -98606.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -98660.414062 Penalty: 3247.916748 Iteration 11Q: 3 clusters Score -98660.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -98679.000000 Penalty: 3247.916748 Iteration 12Q: 3 clusters Score -98679 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -98685.179688 Penalty: 3247.916748 Iteration 13Q: 3 clusters Score -98685.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -98688.023438 Penalty: 3247.916748 Iteration 14Q: 3 clusters Score -98688.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -98698.210938 Penalty: 3247.916748 Iteration 15F: 3 clusters Score -98698.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -98758.367188 Penalty: 3247.916748 Iteration 16Q: 3 clusters Score -98758.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -98808.117188 Penalty: 3247.916748 Iteration 17Q: 3 clusters Score -98808.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -98832.757812 Penalty: 3247.916748 Iteration 18Q: 3 clusters Score -98832.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -98946.203125 Penalty: 3247.916748 Iteration 19Q: 3 clusters Score -98946.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -99184.187500 Penalty: 3247.916748 Iteration 20F: 3 clusters Score -99184.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -99187.640625 Penalty: 3247.916748 Iteration 21Q: 3 clusters Score -99187.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -99192.375000 Penalty: 3247.916748 Iteration 22Q: 3 clusters Score -99192.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -99192.375000 Penalty: 3247.916748 Iteration 23F: 3 clusters Score -99192.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 888 members Mstep: Class 3 contains 4648 members Mstep: Class 4 contains 18498 members Mstep: Class 5 contains 101 members Mstep: Class 6 contains 545 members Mstep: Class 8 contains 68255 members Mstep: Class 9 contains 3375 members Mstep: Class 10 contains 454 members Mstep: Class 11 contains 7600 members Mstep: Class 12 contains 25061 members Mstep: Class 13 contains 153 members Mstep: Class 15 contains 456 members Mstep: Class 16 contains 2626 members Mstep: Class 17 contains 382 members Mstep: Class 18 contains 3501 members Mstep: Class 19 contains 244 members Mstep: Class 20 contains 1676 members Entering Unmasked Estep Score: -22348848.000000 Penalty: 52859.082031 Splitting cluster 13 changes total score from -22349658.000000 to -22348848.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (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: -60773.199219 Penalty: 1518.378174 Iteration 0F: 2 clusters Score -60773.2 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 203 members Entering Unmasked Estep Score: -59344.542969 Penalty: 3036.756348 Iteration 0F: 3 clusters Score -59344.54 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -59562.121094 Penalty: 3036.756348 Iteration 1F: 3 clusters Score -59562.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -59663.531250 Penalty: 3036.756348 Iteration 2F: 3 clusters Score -59663.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -59700.503906 Penalty: 3036.756348 Iteration 3Q: 3 clusters Score -59700.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -59833.882812 Penalty: 3036.756348 Iteration 4Q: 3 clusters Score -59833.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -59880.371094 Penalty: 3036.756348 Iteration 5Q: 3 clusters Score -59880.37 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -59952.296875 Penalty: 3036.756348 Iteration 6Q: 3 clusters Score -59952.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -60030.031250 Penalty: 3036.756348 Iteration 7Q: 3 clusters Score -60030.03 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -60111.160156 Penalty: 3036.756348 Iteration 8Q: 3 clusters Score -60111.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -60161.628906 Penalty: 3036.756348 Iteration 9Q: 3 clusters Score -60161.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -60280.687500 Penalty: 3036.756348 Iteration 10Q: 3 clusters Score -60280.69 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -60397.929688 Penalty: 3036.756348 Iteration 11Q: 3 clusters Score -60397.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -60446.933594 Penalty: 3036.756348 Iteration 12Q: 3 clusters Score -60446.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -60470.265625 Penalty: 3036.756348 Iteration 13Q: 3 clusters Score -60470.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -60490.976562 Penalty: 3036.756348 Iteration 14Q: 3 clusters Score -60490.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -60497.824219 Penalty: 3036.756348 Iteration 15Q: 3 clusters Score -60497.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -60529.968750 Penalty: 3036.756348 Iteration 16F: 3 clusters Score -60529.97 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -60664.035156 Penalty: 3036.756348 Iteration 17Q: 3 clusters Score -60664.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -60680.343750 Penalty: 3036.756348 Iteration 18Q: 3 clusters Score -60680.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -60689.550781 Penalty: 3036.756348 Iteration 19Q: 3 clusters Score -60689.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -60695.730469 Penalty: 3036.756348 Iteration 20F: 3 clusters Score -60695.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -60701.007812 Penalty: 3036.756348 Iteration 21Q: 3 clusters Score -60701.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -60701.007812 Penalty: 3036.756348 Iteration 22F: 3 clusters Score -60701.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Entering Unmasked Estep Score: -409520.093750 Penalty: 1952.557861 Iteration 0F: 2 clusters Score -409520.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -406518.312500 Penalty: 3905.115723 Iteration 0F: 3 clusters Score -406518.3 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -407125.187500 Penalty: 3905.115723 Iteration 1F: 3 clusters Score -407125.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -407289.000000 Penalty: 3905.115723 Iteration 2F: 3 clusters Score -407289 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -407426.000000 Penalty: 3905.115723 Iteration 3F: 3 clusters Score -407426 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -407564.843750 Penalty: 3905.115723 Iteration 4Q: 3 clusters Score -407564.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -407653.312500 Penalty: 3905.115723 Iteration 5Q: 3 clusters Score -407653.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -407735.281250 Penalty: 3905.115723 Iteration 6Q: 3 clusters Score -407735.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -407797.343750 Penalty: 3905.115723 Iteration 7Q: 3 clusters Score -407797.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -407854.468750 Penalty: 3905.115723 Iteration 8Q: 3 clusters Score -407854.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -407913.000000 Penalty: 3905.115723 Iteration 9Q: 3 clusters Score -407913 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -407950.843750 Penalty: 3905.115723 Iteration 10Q: 3 clusters Score -407950.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -407985.875000 Penalty: 3905.115723 Iteration 11Q: 3 clusters Score -407985.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -408005.656250 Penalty: 3905.115723 Iteration 12Q: 3 clusters Score -408005.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -408024.062500 Penalty: 3905.115723 Iteration 13Q: 3 clusters Score -408024.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -408034.937500 Penalty: 3905.115723 Iteration 14Q: 3 clusters Score -408034.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -408040.500000 Penalty: 3905.115723 Iteration 15Q: 3 clusters Score -408040.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -408046.062500 Penalty: 3905.115723 Iteration 16Q: 3 clusters Score -408046.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -408050.468750 Penalty: 3905.115723 Iteration 17Q: 3 clusters Score -408050.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -408054.875000 Penalty: 3905.115723 Iteration 18Q: 3 clusters Score -408054.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -408057.625000 Penalty: 3905.115723 Iteration 19Q: 3 clusters Score -408057.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -408061.468750 Penalty: 3905.115723 Iteration 20F: 3 clusters Score -408061.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -408063.093750 Penalty: 3905.115723 Iteration 21Q: 3 clusters Score -408063.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -408065.000000 Penalty: 3905.115723 Iteration 22Q: 3 clusters Score -408065 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -408067.125000 Penalty: 3905.115723 Iteration 23Q: 3 clusters Score -408067.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -408067.250000 Penalty: 3905.115723 Iteration 24Q: 3 clusters Score -408067.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -408068.250000 Penalty: 3905.115723 Iteration 25Q: 3 clusters Score -408068.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -408069.343750 Penalty: 3905.115723 Iteration 26Q: 3 clusters Score -408069.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -408072.281250 Penalty: 3905.115723 Iteration 27Q: 3 clusters Score -408072.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -408075.343750 Penalty: 3905.115723 Iteration 28Q: 3 clusters Score -408075.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -408077.656250 Penalty: 3905.115723 Iteration 29Q: 3 clusters Score -408077.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -408079.250000 Penalty: 3905.115723 Iteration 30Q: 3 clusters Score -408079.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -408079.687500 Penalty: 3905.115723 Iteration 31Q: 3 clusters Score -408079.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -408083.187500 Penalty: 3905.115723 Iteration 32Q: 3 clusters Score -408083.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -408084.968750 Penalty: 3905.115723 Iteration 33Q: 3 clusters Score -408085 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -408085.125000 Penalty: 3905.115723 Iteration 34Q: 3 clusters Score -408085.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -408088.031250 Penalty: 3905.115723 Iteration 35Q: 3 clusters Score -408088 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -408089.906250 Penalty: 3905.115723 Iteration 36Q: 3 clusters Score -408089.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -408093.062500 Penalty: 3905.115723 Iteration 37Q: 3 clusters Score -408093.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -408094.718750 Penalty: 3905.115723 Iteration 38Q: 3 clusters Score -408094.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -408096.125000 Penalty: 3905.115723 Iteration 39Q: 3 clusters Score -408096.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -408098.312500 Penalty: 3905.115723 Iteration 40F: 3 clusters Score -408098.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -408100.125000 Penalty: 3905.115723 Iteration 41Q: 3 clusters Score -408100.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -408100.843750 Penalty: 3905.115723 Iteration 42Q: 3 clusters Score -408100.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -408103.000000 Penalty: 3905.115723 Iteration 43Q: 3 clusters Score -408103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -408104.218750 Penalty: 3905.115723 Iteration 44Q: 3 clusters Score -408104.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -408103.500000 Penalty: 3905.115723 Iteration 45Q: 3 clusters Score -408103.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -408103.500000 Penalty: 3905.115723 Iteration 46F: 3 clusters Score -408103.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Entering Unmasked Estep Score: -56356.214844 Penalty: 1474.464355 Iteration 0F: 2 clusters Score -56356.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -55013.242188 Penalty: 2948.928711 Iteration 0F: 3 clusters Score -55013.24 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -55169.148438 Penalty: 2948.928711 Iteration 1F: 3 clusters Score -55169.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -55191.347656 Penalty: 2948.928711 Iteration 2Q: 3 clusters Score -55191.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -55191.347656 Penalty: 2948.928711 Iteration 3F: 3 clusters Score -55191.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Entering Unmasked Estep Score: -562741.250000 Penalty: 2023.879395 Iteration 0F: 2 clusters Score -562741.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -559150.937500 Penalty: 4047.758789 Iteration 0F: 3 clusters Score -559150.9 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -559870.375000 Penalty: 4047.758789 Iteration 1F: 3 clusters Score -559870.4 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -560074.875000 Penalty: 4047.758789 Iteration 2F: 3 clusters Score -560074.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -560188.250000 Penalty: 4047.758789 Iteration 3Q: 3 clusters Score -560188.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -560255.250000 Penalty: 4047.758789 Iteration 4Q: 3 clusters Score -560255.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -560304.437500 Penalty: 4047.758789 Iteration 5Q: 3 clusters Score -560304.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -560339.500000 Penalty: 4047.758789 Iteration 6Q: 3 clusters Score -560339.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -560366.937500 Penalty: 4047.758789 Iteration 7Q: 3 clusters Score -560366.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -560381.062500 Penalty: 4047.758789 Iteration 8Q: 3 clusters Score -560381.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -560394.500000 Penalty: 4047.758789 Iteration 9Q: 3 clusters Score -560394.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -560404.500000 Penalty: 4047.758789 Iteration 10Q: 3 clusters Score -560404.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -560414.687500 Penalty: 4047.758789 Iteration 11Q: 3 clusters Score -560414.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -560423.750000 Penalty: 4047.758789 Iteration 12Q: 3 clusters Score -560423.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -560431.437500 Penalty: 4047.758789 Iteration 13Q: 3 clusters Score -560431.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -560438.562500 Penalty: 4047.758789 Iteration 14Q: 3 clusters Score -560438.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -560447.000000 Penalty: 4047.758789 Iteration 15Q: 3 clusters Score -560447 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -560457.750000 Penalty: 4047.758789 Iteration 16Q: 3 clusters Score -560457.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -560469.000000 Penalty: 4047.758789 Iteration 17Q: 3 clusters Score -560469 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -560476.125000 Penalty: 4047.758789 Iteration 18Q: 3 clusters Score -560476.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -560488.187500 Penalty: 4047.758789 Iteration 19Q: 3 clusters Score -560488.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -560495.875000 Penalty: 4047.758789 Iteration 20F: 3 clusters Score -560495.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -560500.187500 Penalty: 4047.758789 Iteration 21Q: 3 clusters Score -560500.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -560505.625000 Penalty: 4047.758789 Iteration 22Q: 3 clusters Score -560505.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -560511.437500 Penalty: 4047.758789 Iteration 23Q: 3 clusters Score -560511.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -560517.250000 Penalty: 4047.758789 Iteration 24Q: 3 clusters Score -560517.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -560521.562500 Penalty: 4047.758789 Iteration 25Q: 3 clusters Score -560521.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -560527.937500 Penalty: 4047.758789 Iteration 26Q: 3 clusters Score -560527.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -560532.062500 Penalty: 4047.758789 Iteration 27Q: 3 clusters Score -560532.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -560535.625000 Penalty: 4047.758789 Iteration 28Q: 3 clusters Score -560535.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -560539.500000 Penalty: 4047.758789 Iteration 29Q: 3 clusters Score -560539.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -560541.062500 Penalty: 4047.758789 Iteration 30Q: 3 clusters Score -560541.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -560545.562500 Penalty: 4047.758789 Iteration 31Q: 3 clusters Score -560545.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -560548.437500 Penalty: 4047.758789 Iteration 32Q: 3 clusters Score -560548.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -560554.437500 Penalty: 4047.758789 Iteration 33Q: 3 clusters Score -560554.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -560558.500000 Penalty: 4047.758789 Iteration 34Q: 3 clusters Score -560558.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -560561.937500 Penalty: 4047.758789 Iteration 35Q: 3 clusters Score -560561.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -560563.625000 Penalty: 4047.758789 Iteration 36Q: 3 clusters Score -560563.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -560566.437500 Penalty: 4047.758789 Iteration 37Q: 3 clusters Score -560566.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -560571.750000 Penalty: 4047.758789 Iteration 38Q: 3 clusters Score -560571.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -560574.500000 Penalty: 4047.758789 Iteration 39Q: 3 clusters Score -560574.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -560575.375000 Penalty: 4047.758789 Iteration 40F: 3 clusters Score -560575.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -560576.062500 Penalty: 4047.758789 Iteration 41Q: 3 clusters Score -560576.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -560578.000000 Penalty: 4047.758789 Iteration 42Q: 3 clusters Score -560578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -560579.312500 Penalty: 4047.758789 Iteration 43Q: 3 clusters Score -560579.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -560579.937500 Penalty: 4047.758789 Iteration 44Q: 3 clusters Score -560579.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -560580.062500 Penalty: 4047.758789 Iteration 45Q: 3 clusters Score -560580.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -560580.062500 Penalty: 4047.758789 Iteration 46Q: 3 clusters Score -560580.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -560580.062500 Penalty: 4047.758789 Iteration 47F: 3 clusters Score -560580.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -33454.691406 Penalty: 1363.297729 Iteration 0F: 2 clusters Score -33454.69 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 123 members Entering Unmasked Estep Score: -32445.466797 Penalty: 2726.595459 Iteration 0F: 3 clusters Score -32445.47 nChanged 46 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: -32653.648438 Penalty: 2726.595459 Iteration 1F: 3 clusters Score -32653.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -32741.175781 Penalty: 2726.595459 Iteration 2F: 3 clusters Score -32741.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -32833.214844 Penalty: 2726.595459 Iteration 3F: 3 clusters Score -32833.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -32871.632812 Penalty: 2726.595459 Iteration 4Q: 3 clusters Score -32871.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -32908.093750 Penalty: 2726.595459 Iteration 5Q: 3 clusters Score -32908.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -32952.457031 Penalty: 2726.595459 Iteration 6Q: 3 clusters Score -32952.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -32955.722656 Penalty: 2726.595459 Iteration 7F: 3 clusters Score -32955.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -32984.726562 Penalty: 2726.595459 Iteration 8Q: 3 clusters Score -32984.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -32984.726562 Penalty: 2726.595459 Iteration 9F: 3 clusters Score -32984.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Entering Unmasked Estep Score: -274663.906250 Penalty: 1841.192993 Iteration 0F: 2 clusters Score -274663.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -272211.906250 Penalty: 3682.385986 Iteration 0F: 3 clusters Score -272211.9 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -272632.812500 Penalty: 3682.385986 Iteration 1F: 3 clusters Score -272632.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -272741.843750 Penalty: 3682.385986 Iteration 2F: 3 clusters Score -272741.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -272817.156250 Penalty: 3682.385986 Iteration 3Q: 3 clusters Score -272817.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -272862.656250 Penalty: 3682.385986 Iteration 4Q: 3 clusters Score -272862.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -272896.875000 Penalty: 3682.385986 Iteration 5Q: 3 clusters Score -272896.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -272923.500000 Penalty: 3682.385986 Iteration 6Q: 3 clusters Score -272923.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -272940.718750 Penalty: 3682.385986 Iteration 7Q: 3 clusters Score -272940.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -272953.062500 Penalty: 3682.385986 Iteration 8Q: 3 clusters Score -272953.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -272961.843750 Penalty: 3682.385986 Iteration 9Q: 3 clusters Score -272961.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -272969.500000 Penalty: 3682.385986 Iteration 10Q: 3 clusters Score -272969.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -272976.468750 Penalty: 3682.385986 Iteration 11Q: 3 clusters Score -272976.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -272980.531250 Penalty: 3682.385986 Iteration 12Q: 3 clusters Score -272980.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -272983.000000 Penalty: 3682.385986 Iteration 13Q: 3 clusters Score -272983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -272984.281250 Penalty: 3682.385986 Iteration 14Q: 3 clusters Score -272984.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -272984.281250 Penalty: 3682.385986 Iteration 15F: 3 clusters Score -272984.3 nChanged 0 --- Evaluating fit on full set of 416569 points --- Entering Unmasked Estep Score: -67119184.000000 Penalty: 54554.226562 21->18 Clusters: Score -67119184.000000, best is -67141808.000000 Main iterations: 0 (time per=infms) Total iterations: 3223 (time per=132.224637ms) Iterations metric 2: 63219077120.000000 (time per=6.741003ns) Iterations metric 3: 1896554692608.000000 (time per=224.702196ps) That took 426.160004 seconds.