FileBase /isis1/Yuta/YutaData/YutaMouse23-140801/YutaMouse23-140801/YutaMouse23-140801 ElecNo 5 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 463957 data points of dimension 30. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 154652 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 8030 members Mstep: Class 3 contains 8344 members Mstep: Class 4 contains 8025 members Mstep: Class 5 contains 8192 members Mstep: Class 6 contains 8423 members Mstep: Class 7 contains 8163 members Mstep: Class 8 contains 8129 members Mstep: Class 9 contains 8150 members Mstep: Class 10 contains 8137 members Mstep: Class 11 contains 8007 members Mstep: Class 12 contains 7951 members Mstep: Class 13 contains 7936 members Mstep: Class 14 contains 8175 members Mstep: Class 15 contains 8011 members Mstep: Class 16 contains 8151 members Mstep: Class 17 contains 8221 members Mstep: Class 18 contains 8151 members Mstep: Class 19 contains 8177 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 330.819214 but Gain 2963.335938 Score: -16597182.000000 Penalty: 53340.035156 Iteration 0F: 19 clusters Score -1.659718e+07 nChanged 145141 Entering Unmasked Mstep Mstep: Class 0 contains 746 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 7904 members Mstep: Class 3 contains 9540 members Mstep: Class 4 contains 5925 members Mstep: Class 5 contains 16553 members Mstep: Class 6 contains 4576 members Mstep: Class 7 contains 9978 members Mstep: Class 8 contains 11566 members Mstep: Class 9 contains 3891 members Mstep: Class 11 contains 3295 members Mstep: Class 12 contains 13376 members Mstep: Class 13 contains 12848 members Mstep: Class 14 contains 13420 members Mstep: Class 15 contains 2270 members Mstep: Class 16 contains 7812 members Mstep: Class 17 contains 3210 members Mstep: Class 18 contains 16839 members Mstep: Class 19 contains 9805 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 522.503967 but Gain 2963.335938 Score: -17486266.000000 Penalty: 50376.699219 Iteration 1F: 18 clusters Score -1.748627e+07 nChanged 72106 Entering Unmasked Mstep Mstep: Class 0 contains 146 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 10825 members Mstep: Class 3 contains 16000 members Mstep: Class 4 contains 1174 members Mstep: Class 5 contains 31777 members Mstep: Class 6 contains 1708 members Mstep: Class 7 contains 6185 members Mstep: Class 8 contains 15243 members Mstep: Class 11 contains 1329 members Mstep: Class 12 contains 2321 members Mstep: Class 13 contains 14779 members Mstep: Class 14 contains 19014 members Mstep: Class 15 contains 1391 members Mstep: Class 16 contains 3613 members Mstep: Class 17 contains 954 members Mstep: Class 18 contains 19984 members Mstep: Class 19 contains 6687 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 973.809387 but Gain 2963.335938 Score: -17674672.000000 Penalty: 47413.363281 Iteration 2F: 17 clusters Score -1.767467e+07 nChanged 40331 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 8530 members Mstep: Class 3 contains 19077 members Mstep: Class 4 contains 754 members Mstep: Class 5 contains 38454 members Mstep: Class 6 contains 1076 members Mstep: Class 7 contains 5441 members Mstep: Class 8 contains 11691 members Mstep: Class 11 contains 1231 members Mstep: Class 12 contains 1302 members Mstep: Class 13 contains 11529 members Mstep: Class 14 contains 22855 members Mstep: Class 15 contains 1337 members Mstep: Class 16 contains 2384 members Mstep: Class 18 contains 22305 members Mstep: Class 19 contains 5271 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 845.130249 but Gain 2963.332031 Score: -17751808.000000 Penalty: 44450.031250 Iteration 3F: 16 clusters Score -1.775181e+07 nChanged 30825 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 6398 members Mstep: Class 3 contains 21950 members Mstep: Class 4 contains 434 members Mstep: Class 5 contains 41326 members Mstep: Class 7 contains 4806 members Mstep: Class 8 contains 9222 members Mstep: Class 11 contains 1222 members Mstep: Class 12 contains 1338 members Mstep: Class 13 contains 9307 members Mstep: Class 14 contains 26811 members Mstep: Class 15 contains 1355 members Mstep: Class 16 contains 1468 members Mstep: Class 18 contains 24099 members Mstep: Class 19 contains 3529 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 1870.608887 but Gain 2963.335938 Score: -17800962.000000 Penalty: 41486.695312 Iteration 4F: 15 clusters Score -1.780096e+07 nChanged 22977 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 5263 members Mstep: Class 3 contains 24879 members Mstep: Class 5 contains 41519 members Mstep: Class 7 contains 4119 members Mstep: Class 8 contains 7658 members Mstep: Class 11 contains 1388 members Mstep: Class 12 contains 1257 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 30168 members Mstep: Class 15 contains 1358 members Mstep: Class 16 contains 1207 members Mstep: Class 18 contains 24571 members Mstep: Class 19 contains 2250 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2035.691162 but Gain 2963.335938 Score: -17830672.000000 Penalty: 38523.359375 Iteration 5F: 14 clusters Score -1.783067e+07 nChanged 17865 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 4343 members Mstep: Class 3 contains 28247 members Mstep: Class 5 contains 41021 members Mstep: Class 7 contains 3110 members Mstep: Class 8 contains 6267 members Mstep: Class 11 contains 1838 members Mstep: Class 13 contains 6228 members Mstep: Class 14 contains 33542 members Mstep: Class 15 contains 1360 members Mstep: Class 16 contains 1045 members Mstep: Class 18 contains 24440 members Mstep: Class 19 contains 1816 members Entering Unmasked Estep ConsiderDeletion Score: -17849062.000000 Penalty: 38523.359375 Iteration 6F: 14 clusters Score -1.784906e+07 nChanged 13009 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 3353 members Mstep: Class 3 contains 31264 members Mstep: Class 5 contains 40224 members Mstep: Class 7 contains 1981 members Mstep: Class 8 contains 5274 members Mstep: Class 11 contains 1953 members Mstep: Class 13 contains 5270 members Mstep: Class 14 contains 35413 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 888 members Mstep: Class 18 contains 24532 members Mstep: Class 19 contains 1726 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 2417.750732 but Gain 2963.335938 Score: -17860624.000000 Penalty: 35560.023438 Iteration 7F: 13 clusters Score -1.786062e+07 nChanged 12772 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 1402 members Mstep: Class 3 contains 34931 members Mstep: Class 5 contains 39681 members Mstep: Class 7 contains 1133 members Mstep: Class 8 contains 4457 members Mstep: Class 11 contains 2064 members Mstep: Class 13 contains 4654 members Mstep: Class 14 contains 36919 members Mstep: Class 15 contains 1360 members Mstep: Class 16 contains 712 members Mstep: Class 18 contains 25452 members Mstep: Class 19 contains 1849 members Entering Unmasked Estep ConsiderDeletion Score: -17872374.000000 Penalty: 35560.023438 Iteration 8F: 13 clusters Score -1.787237e+07 nChanged 7885 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 1417 members Mstep: Class 3 contains 35885 members Mstep: Class 5 contains 38678 members Mstep: Class 7 contains 658 members Mstep: Class 8 contains 3707 members Mstep: Class 11 contains 2215 members Mstep: Class 13 contains 4054 members Mstep: Class 14 contains 37763 members Mstep: Class 15 contains 1361 members Mstep: Class 16 contains 580 members Mstep: Class 18 contains 26312 members Mstep: Class 19 contains 1985 members Entering Unmasked Estep ConsiderDeletion Score: -17877872.000000 Penalty: 35560.023438 Iteration 9F: 13 clusters Score -1.787787e+07 nChanged 6132 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 1417 members Mstep: Class 3 contains 36094 members Mstep: Class 5 contains 37866 members Mstep: Class 7 contains 462 members Mstep: Class 8 contains 3142 members Mstep: Class 11 contains 2387 members Mstep: Class 13 contains 3640 members Mstep: Class 14 contains 38379 members Mstep: Class 15 contains 1357 members Mstep: Class 16 contains 492 members Mstep: Class 18 contains 27317 members Mstep: Class 19 contains 2065 members Entering Unmasked Estep ConsiderDeletion Score: -17881956.000000 Penalty: 35560.023438 Iteration 10Q: 13 clusters Score -1.788196e+07 nChanged 4795 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1417 members Mstep: Class 3 contains 36007 members Mstep: Class 5 contains 37238 members Mstep: Class 7 contains 334 members Mstep: Class 8 contains 2737 members Mstep: Class 11 contains 2568 members Mstep: Class 13 contains 3349 members Mstep: Class 14 contains 38790 members Mstep: Class 15 contains 1356 members Mstep: Class 16 contains 462 members Mstep: Class 18 contains 28290 members Mstep: Class 19 contains 2071 members Entering Unmasked Estep ConsiderDeletion Score: -17884504.000000 Penalty: 35560.023438 Iteration 11Q: 13 clusters Score -1.78845e+07 nChanged 3781 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1418 members Mstep: Class 3 contains 35670 members Mstep: Class 5 contains 36784 members Mstep: Class 7 contains 293 members Mstep: Class 8 contains 2426 members Mstep: Class 11 contains 2729 members Mstep: Class 13 contains 3152 members Mstep: Class 14 contains 39001 members Mstep: Class 15 contains 1355 members Mstep: Class 16 contains 464 members Mstep: Class 18 contains 29264 members Mstep: Class 19 contains 2063 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 2812.756592 but Gain 2963.335938 Score: -17885992.000000 Penalty: 32596.687500 Iteration 12Q: 12 clusters Score -1.788599e+07 nChanged 5054 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1418 members Mstep: Class 3 contains 35500 members Mstep: Class 5 contains 36562 members Mstep: Class 7 contains 275 members Mstep: Class 11 contains 2856 members Mstep: Class 13 contains 3232 members Mstep: Class 14 contains 39872 members Mstep: Class 15 contains 1353 members Mstep: Class 16 contains 470 members Mstep: Class 18 contains 31036 members Mstep: Class 19 contains 2045 members Entering Unmasked Estep ConsiderDeletion Score: -17889660.000000 Penalty: 32596.687500 Iteration 13Q: 12 clusters Score -1.788966e+07 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1418 members Mstep: Class 3 contains 35025 members Mstep: Class 5 contains 36303 members Mstep: Class 7 contains 258 members Mstep: Class 11 contains 2981 members Mstep: Class 13 contains 3137 members Mstep: Class 14 contains 39850 members Mstep: Class 15 contains 1351 members Mstep: Class 16 contains 474 members Mstep: Class 18 contains 31760 members Mstep: Class 19 contains 2062 members Entering Unmasked Estep ConsiderDeletion Score: -17890502.000000 Penalty: 32596.687500 Iteration 14Q: 12 clusters Score -1.78905e+07 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1418 members Mstep: Class 3 contains 34567 members Mstep: Class 5 contains 36116 members Mstep: Class 7 contains 258 members Mstep: Class 11 contains 3076 members Mstep: Class 13 contains 3104 members Mstep: Class 14 contains 39764 members Mstep: Class 15 contains 1349 members Mstep: Class 16 contains 474 members Mstep: Class 18 contains 32429 members Mstep: Class 19 contains 2064 members Entering Unmasked Estep ConsiderDeletion Score: -17891112.000000 Penalty: 32596.687500 Iteration 15Q: 12 clusters Score -1.789111e+07 nChanged 1927 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1418 members Mstep: Class 3 contains 34187 members Mstep: Class 5 contains 35961 members Mstep: Class 7 contains 257 members Mstep: Class 11 contains 3151 members Mstep: Class 13 contains 3071 members Mstep: Class 14 contains 39631 members Mstep: Class 15 contains 1348 members Mstep: Class 16 contains 476 members Mstep: Class 18 contains 33047 members Mstep: Class 19 contains 2072 members Entering Unmasked Estep ConsiderDeletion Score: -17891628.000000 Penalty: 32596.687500 Iteration 16Q: 12 clusters Score -1.789163e+07 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1418 members Mstep: Class 3 contains 33860 members Mstep: Class 5 contains 35847 members Mstep: Class 7 contains 258 members Mstep: Class 11 contains 3201 members Mstep: Class 13 contains 3026 members Mstep: Class 14 contains 39469 members Mstep: Class 15 contains 1348 members Mstep: Class 16 contains 477 members Mstep: Class 18 contains 33643 members Mstep: Class 19 contains 2072 members Entering Unmasked Estep ConsiderDeletion Score: -17891958.000000 Penalty: 32596.687500 Iteration 17Q: 12 clusters Score -1.789196e+07 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1418 members Mstep: Class 3 contains 33545 members Mstep: Class 5 contains 35771 members Mstep: Class 7 contains 258 members Mstep: Class 11 contains 3246 members Mstep: Class 13 contains 2967 members Mstep: Class 14 contains 39232 members Mstep: Class 15 contains 1348 members Mstep: Class 16 contains 477 members Mstep: Class 18 contains 34290 members Mstep: Class 19 contains 2067 members Entering Unmasked Estep ConsiderDeletion Score: -17892264.000000 Penalty: 32596.687500 Iteration 18Q: 12 clusters Score -1.789226e+07 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1418 members Mstep: Class 3 contains 33284 members Mstep: Class 5 contains 35701 members Mstep: Class 7 contains 256 members Mstep: Class 11 contains 3281 members Mstep: Class 13 contains 2900 members Mstep: Class 14 contains 38971 members Mstep: Class 15 contains 1348 members Mstep: Class 16 contains 477 members Mstep: Class 18 contains 34911 members Mstep: Class 19 contains 2072 members Entering Unmasked Estep ConsiderDeletion Score: -17892632.000000 Penalty: 32596.687500 Iteration 19Q: 12 clusters Score -1.789263e+07 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 1418 members Mstep: Class 3 contains 33050 members Mstep: Class 5 contains 35645 members Mstep: Class 7 contains 255 members Mstep: Class 11 contains 3317 members Mstep: Class 13 contains 2848 members Mstep: Class 14 contains 38643 members Mstep: Class 15 contains 1348 members Mstep: Class 16 contains 477 members Mstep: Class 18 contains 35547 members Mstep: Class 19 contains 2071 members Entering Unmasked Estep ConsiderDeletion Score: -17893004.000000 Penalty: 32596.687500 Iteration 20F: 12 clusters Score -1.7893e+07 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 1417 members Mstep: Class 3 contains 32840 members Mstep: Class 5 contains 35585 members Mstep: Class 7 contains 268 members Mstep: Class 11 contains 3349 members Mstep: Class 13 contains 2763 members Mstep: Class 14 contains 38307 members Mstep: Class 15 contains 1340 members Mstep: Class 16 contains 479 members Mstep: Class 18 contains 36205 members Mstep: Class 19 contains 2069 members Entering Unmasked Estep ConsiderDeletion Score: -17893250.000000 Penalty: 32596.687500 Iteration 21Q: 12 clusters Score -1.789325e+07 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1417 members Mstep: Class 3 contains 32618 members Mstep: Class 5 contains 35549 members Mstep: Class 7 contains 273 members Mstep: Class 11 contains 3372 members Mstep: Class 13 contains 2659 members Mstep: Class 14 contains 37913 members Mstep: Class 15 contains 1337 members Mstep: Class 16 contains 480 members Mstep: Class 18 contains 36932 members Mstep: Class 19 contains 2073 members Entering Unmasked Estep ConsiderDeletion Score: -17893626.000000 Penalty: 32596.687500 Iteration 22Q: 12 clusters Score -1.789363e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1415 members Mstep: Class 3 contains 32417 members Mstep: Class 5 contains 35517 members Mstep: Class 7 contains 276 members Mstep: Class 11 contains 3395 members Mstep: Class 13 contains 2585 members Mstep: Class 14 contains 37469 members Mstep: Class 15 contains 1335 members Mstep: Class 16 contains 481 members Mstep: Class 18 contains 37656 members Mstep: Class 19 contains 2077 members Entering Unmasked Estep ConsiderDeletion Score: -17893928.000000 Penalty: 32596.687500 Iteration 23Q: 12 clusters Score -1.789393e+07 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1414 members Mstep: Class 3 contains 32227 members Mstep: Class 5 contains 35481 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 3411 members Mstep: Class 13 contains 2520 members Mstep: Class 14 contains 36997 members Mstep: Class 15 contains 1331 members Mstep: Class 16 contains 481 members Mstep: Class 18 contains 38406 members Mstep: Class 19 contains 2078 members Entering Unmasked Estep ConsiderDeletion Score: -17894280.000000 Penalty: 32596.687500 Iteration 24Q: 12 clusters Score -1.789428e+07 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 32008 members Mstep: Class 5 contains 35454 members Mstep: Class 7 contains 283 members Mstep: Class 11 contains 3427 members Mstep: Class 13 contains 2446 members Mstep: Class 14 contains 36487 members Mstep: Class 15 contains 1329 members Mstep: Class 16 contains 482 members Mstep: Class 18 contains 39214 members Mstep: Class 19 contains 2080 members Entering Unmasked Estep ConsiderDeletion Score: -17894648.000000 Penalty: 32596.687500 Iteration 25Q: 12 clusters Score -1.789465e+07 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 31793 members Mstep: Class 5 contains 35432 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 3439 members Mstep: Class 13 contains 2356 members Mstep: Class 14 contains 35882 members Mstep: Class 15 contains 1328 members Mstep: Class 16 contains 482 members Mstep: Class 18 contains 40135 members Mstep: Class 19 contains 2079 members Entering Unmasked Estep ConsiderDeletion Score: -17894954.000000 Penalty: 32596.687500 Iteration 26Q: 12 clusters Score -1.789495e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 31602 members Mstep: Class 5 contains 35422 members Mstep: Class 7 contains 286 members Mstep: Class 11 contains 3442 members Mstep: Class 13 contains 2263 members Mstep: Class 14 contains 35191 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 482 members Mstep: Class 18 contains 41104 members Mstep: Class 19 contains 2091 members Entering Unmasked Estep ConsiderDeletion Score: -17895230.000000 Penalty: 32596.687500 Iteration 27Q: 12 clusters Score -1.789523e+07 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 31415 members Mstep: Class 5 contains 35405 members Mstep: Class 7 contains 286 members Mstep: Class 11 contains 3448 members Mstep: Class 13 contains 2169 members Mstep: Class 14 contains 34412 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 482 members Mstep: Class 18 contains 42165 members Mstep: Class 19 contains 2101 members Entering Unmasked Estep ConsiderDeletion Score: -17895500.000000 Penalty: 32596.687500 Iteration 28Q: 12 clusters Score -1.78955e+07 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 31214 members Mstep: Class 5 contains 35381 members Mstep: Class 7 contains 286 members Mstep: Class 11 contains 3453 members Mstep: Class 13 contains 2081 members Mstep: Class 14 contains 33520 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 482 members Mstep: Class 18 contains 43345 members Mstep: Class 19 contains 2121 members Entering Unmasked Estep ConsiderDeletion Score: -17895870.000000 Penalty: 32596.687500 Iteration 29Q: 12 clusters Score -1.789587e+07 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 31025 members Mstep: Class 5 contains 35373 members Mstep: Class 7 contains 287 members Mstep: Class 11 contains 3450 members Mstep: Class 13 contains 1975 members Mstep: Class 14 contains 32506 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 484 members Mstep: Class 18 contains 44657 members Mstep: Class 19 contains 2126 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 2876.047607 but Gain 2963.333984 Score: -17896314.000000 Penalty: 29633.353516 Iteration 30Q: 11 clusters Score -1.789631e+07 nChanged 3379 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 31017 members Mstep: Class 5 contains 35584 members Mstep: Class 7 contains 288 members Mstep: Class 11 contains 3443 members Mstep: Class 14 contains 31581 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 485 members Mstep: Class 18 contains 47342 members Mstep: Class 19 contains 2143 members Entering Unmasked Estep ConsiderDeletion Score: -17899000.000000 Penalty: 29633.353516 Iteration 31Q: 11 clusters Score -1.7899e+07 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 30658 members Mstep: Class 5 contains 35583 members Mstep: Class 7 contains 288 members Mstep: Class 11 contains 3430 members Mstep: Class 14 contains 30199 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 486 members Mstep: Class 18 contains 49070 members Mstep: Class 19 contains 2169 members Entering Unmasked Estep ConsiderDeletion Score: -17899664.000000 Penalty: 29633.353516 Iteration 32Q: 11 clusters Score -1.789966e+07 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 30354 members Mstep: Class 5 contains 35582 members Mstep: Class 7 contains 288 members Mstep: Class 11 contains 3425 members Mstep: Class 14 contains 28798 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 486 members Mstep: Class 18 contains 50757 members Mstep: Class 19 contains 2193 members Entering Unmasked Estep ConsiderDeletion Score: -17900142.000000 Penalty: 29633.353516 Iteration 33Q: 11 clusters Score -1.790014e+07 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 30115 members Mstep: Class 5 contains 35582 members Mstep: Class 7 contains 289 members Mstep: Class 11 contains 3417 members Mstep: Class 14 contains 27326 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 486 members Mstep: Class 18 contains 52452 members Mstep: Class 19 contains 2216 members Entering Unmasked Estep ConsiderDeletion Score: -17900720.000000 Penalty: 29633.353516 Iteration 34Q: 11 clusters Score -1.790072e+07 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 29870 members Mstep: Class 5 contains 35594 members Mstep: Class 7 contains 288 members Mstep: Class 11 contains 3407 members Mstep: Class 14 contains 25803 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 486 members Mstep: Class 18 contains 54198 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17901318.000000 Penalty: 29633.353516 Iteration 35Q: 11 clusters Score -1.790132e+07 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 29683 members Mstep: Class 5 contains 35606 members Mstep: Class 7 contains 286 members Mstep: Class 11 contains 3384 members Mstep: Class 14 contains 24250 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 486 members Mstep: Class 18 contains 55920 members Mstep: Class 19 contains 2268 members Entering Unmasked Estep ConsiderDeletion Score: -17901856.000000 Penalty: 29633.353516 Iteration 36Q: 11 clusters Score -1.790186e+07 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 29529 members Mstep: Class 5 contains 35618 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 3349 members Mstep: Class 14 contains 22741 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 486 members Mstep: Class 18 contains 57583 members Mstep: Class 19 contains 2293 members Entering Unmasked Estep ConsiderDeletion Score: -17902388.000000 Penalty: 29633.353516 Iteration 37Q: 11 clusters Score -1.790239e+07 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 29416 members Mstep: Class 5 contains 35626 members Mstep: Class 7 contains 283 members Mstep: Class 11 contains 3308 members Mstep: Class 14 contains 21288 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 486 members Mstep: Class 18 contains 59161 members Mstep: Class 19 contains 2315 members Entering Unmasked Estep ConsiderDeletion Score: -17902878.000000 Penalty: 29633.353516 Iteration 38Q: 11 clusters Score -1.790288e+07 nChanged 1669 Entering ConstructFrom: Score: -17902878.000000 Penalty: 29633.353516 Entering ConstructFrom: Trying to split cluster 1 (1413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Entering Unmasked Estep Score: -142701.187500 Penalty: 1798.860718 Iteration 0F: 2 clusters Score -142701.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -140542.218750 Penalty: 3597.721436 Iteration 0F: 3 clusters Score -140542.2 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -141060.015625 Penalty: 3597.721436 Iteration 1F: 3 clusters Score -141060 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -141345.359375 Penalty: 3597.721436 Iteration 2F: 3 clusters Score -141345.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -141554.593750 Penalty: 3597.721436 Iteration 3F: 3 clusters Score -141554.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -141686.921875 Penalty: 3597.721436 Iteration 4F: 3 clusters Score -141686.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -141782.718750 Penalty: 3597.721436 Iteration 5Q: 3 clusters Score -141782.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -141832.953125 Penalty: 3597.721436 Iteration 6Q: 3 clusters Score -141833 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -141867.812500 Penalty: 3597.721436 Iteration 7Q: 3 clusters Score -141867.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -141880.437500 Penalty: 3597.721436 Iteration 8Q: 3 clusters Score -141880.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -141893.062500 Penalty: 3597.721436 Iteration 9Q: 3 clusters Score -141893.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -141899.921875 Penalty: 3597.721436 Iteration 10Q: 3 clusters Score -141899.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -141903.500000 Penalty: 3597.721436 Iteration 11Q: 3 clusters Score -141903.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -141909.218750 Penalty: 3597.721436 Iteration 12Q: 3 clusters Score -141909.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -141910.062500 Penalty: 3597.721436 Iteration 13Q: 3 clusters Score -141910.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -141910.062500 Penalty: 3597.721436 Iteration 14F: 3 clusters Score -141910.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (29320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29320 members Entering Unmasked Estep Score: -3349622.250000 Penalty: 2550.934326 Iteration 0F: 2 clusters Score -3349622 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14595 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -3329540.750000 Penalty: 5101.868652 Iteration 0F: 3 clusters Score -3329541 nChanged 13160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13737 members Mstep: Class 2 contains 15583 members Entering Unmasked Estep Score: -3336856.750000 Penalty: 5101.868652 Iteration 1F: 3 clusters Score -3336857 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13148 members Mstep: Class 2 contains 16172 members Entering Unmasked Estep Score: -3337404.000000 Penalty: 5101.868652 Iteration 2F: 3 clusters Score -3337404 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 16931 members Entering Unmasked Estep Score: -3337988.500000 Penalty: 5101.868652 Iteration 3Q: 3 clusters Score -3337988 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11430 members Mstep: Class 2 contains 17890 members Entering Unmasked Estep Score: -3338674.500000 Penalty: 5101.868652 Iteration 4Q: 3 clusters Score -3338674 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10146 members Mstep: Class 2 contains 19174 members Entering Unmasked Estep Score: -3339544.500000 Penalty: 5101.868652 Iteration 5F: 3 clusters Score -3339544 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 20760 members Entering Unmasked Estep Score: -3340738.250000 Penalty: 5101.868652 Iteration 6F: 3 clusters Score -3340738 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 22558 members Entering Unmasked Estep Score: -3342236.250000 Penalty: 5101.868652 Iteration 7F: 3 clusters Score -3342236 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 24335 members Entering Unmasked Estep Score: -3343750.750000 Penalty: 5101.868652 Iteration 8F: 3 clusters Score -3343751 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 25776 members Entering Unmasked Estep Score: -3344979.000000 Penalty: 5101.868652 Iteration 9F: 3 clusters Score -3344979 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 26858 members Entering Unmasked Estep Score: -3345854.750000 Penalty: 5101.868652 Iteration 10Q: 3 clusters Score -3345855 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 27626 members Entering Unmasked Estep Score: -3346439.500000 Penalty: 5101.868652 Iteration 11Q: 3 clusters Score -3346440 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 28134 members Entering Unmasked Estep Score: -3346850.000000 Penalty: 5101.868652 Iteration 12Q: 3 clusters Score -3346850 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 28461 members Entering Unmasked Estep Score: -3347096.250000 Penalty: 5101.868652 Iteration 13Q: 3 clusters Score -3347096 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 28644 members Entering Unmasked Estep Score: -3347229.250000 Penalty: 5101.868652 Iteration 14Q: 3 clusters Score -3347229 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 28744 members Entering Unmasked Estep Score: -3347309.250000 Penalty: 5101.868652 Iteration 15Q: 3 clusters Score -3347309 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 28786 members Entering Unmasked Estep Score: -3347344.750000 Penalty: 5101.868652 Iteration 16Q: 3 clusters Score -3347345 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 28819 members Entering Unmasked Estep Score: -3347385.500000 Penalty: 5101.868652 Iteration 17Q: 3 clusters Score -3347386 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 28850 members Entering Unmasked Estep Score: -3347415.750000 Penalty: 5101.868652 Iteration 18Q: 3 clusters Score -3347416 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 28874 members Entering Unmasked Estep Score: -3347433.000000 Penalty: 5101.868652 Iteration 19Q: 3 clusters Score -3347433 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 28883 members Entering Unmasked Estep Score: -3347444.500000 Penalty: 5101.868652 Iteration 20F: 3 clusters Score -3347444 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 28895 members Entering Unmasked Estep Score: -3347458.250000 Penalty: 5101.868652 Iteration 21Q: 3 clusters Score -3347458 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 28905 members Entering Unmasked Estep Score: -3347466.000000 Penalty: 5101.868652 Iteration 22Q: 3 clusters Score -3347466 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 28914 members Entering Unmasked Estep Score: -3347472.750000 Penalty: 5101.868652 Iteration 23Q: 3 clusters Score -3347473 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 28917 members Entering Unmasked Estep Score: -3347473.500000 Penalty: 5101.868652 Iteration 24Q: 3 clusters Score -3347474 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 28917 members Entering Unmasked Estep Score: -3347477.250000 Penalty: 5101.868652 Iteration 25Q: 3 clusters Score -3347477 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 28917 members Entering Unmasked Estep Score: -3347477.250000 Penalty: 5101.868652 Iteration 26F: 3 clusters Score -3347477 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (35638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35638 members Entering Unmasked Estep Score: -4541554.000000 Penalty: 2599.329590 Iteration 0F: 2 clusters Score -4541554 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17796 members Mstep: Class 2 contains 17842 members Entering Unmasked Estep Score: -4517282.000000 Penalty: 5198.659180 Iteration 0F: 3 clusters Score -4517282 nChanged 16233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17695 members Mstep: Class 2 contains 17943 members Entering Unmasked Estep Score: -4526174.000000 Penalty: 5198.659180 Iteration 1F: 3 clusters Score -4526174 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17646 members Mstep: Class 2 contains 17992 members Entering Unmasked Estep Score: -4526675.000000 Penalty: 5198.659180 Iteration 2Q: 3 clusters Score -4526675 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17607 members Mstep: Class 2 contains 18031 members Entering Unmasked Estep Score: -4527197.500000 Penalty: 5198.659180 Iteration 3Q: 3 clusters Score -4527198 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17672 members Mstep: Class 2 contains 17966 members Entering Unmasked Estep Score: -4527743.500000 Penalty: 5198.659180 Iteration 4Q: 3 clusters Score -4527744 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17876 members Mstep: Class 2 contains 17762 members Entering Unmasked Estep Score: -4528381.500000 Penalty: 5198.659180 Iteration 5Q: 3 clusters Score -4528382 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18180 members Mstep: Class 2 contains 17458 members Entering Unmasked Estep Score: -4529176.000000 Penalty: 5198.659180 Iteration 6Q: 3 clusters Score -4529176 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18646 members Mstep: Class 2 contains 16992 members Entering Unmasked Estep Score: -4530125.500000 Penalty: 5198.659180 Iteration 7F: 3 clusters Score -4530126 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19236 members Mstep: Class 2 contains 16402 members Entering Unmasked Estep Score: -4531123.500000 Penalty: 5198.659180 Iteration 8F: 3 clusters Score -4531124 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19810 members Mstep: Class 2 contains 15828 members Entering Unmasked Estep Score: -4531975.000000 Penalty: 5198.659180 Iteration 9F: 3 clusters Score -4531975 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20262 members Mstep: Class 2 contains 15376 members Entering Unmasked Estep Score: -4532562.000000 Penalty: 5198.659180 Iteration 10Q: 3 clusters Score -4532562 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20655 members Mstep: Class 2 contains 14983 members Entering Unmasked Estep Score: -4532998.000000 Penalty: 5198.659180 Iteration 11Q: 3 clusters Score -4532998 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21048 members Mstep: Class 2 contains 14590 members Entering Unmasked Estep Score: -4533308.000000 Penalty: 5198.659180 Iteration 12Q: 3 clusters Score -4533308 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21388 members Mstep: Class 2 contains 14250 members Entering Unmasked Estep Score: -4533537.000000 Penalty: 5198.659180 Iteration 13Q: 3 clusters Score -4533537 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21747 members Mstep: Class 2 contains 13891 members Entering Unmasked Estep Score: -4533710.500000 Penalty: 5198.659180 Iteration 14Q: 3 clusters Score -4533710 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22108 members Mstep: Class 2 contains 13530 members Entering Unmasked Estep Score: -4533856.500000 Penalty: 5198.659180 Iteration 15Q: 3 clusters Score -4533856 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22465 members Mstep: Class 2 contains 13173 members Entering Unmasked Estep Score: -4533993.000000 Penalty: 5198.659180 Iteration 16Q: 3 clusters Score -4533993 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22857 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -4534122.000000 Penalty: 5198.659180 Iteration 17Q: 3 clusters Score -4534122 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23262 members Mstep: Class 2 contains 12376 members Entering Unmasked Estep Score: -4534257.000000 Penalty: 5198.659180 Iteration 18Q: 3 clusters Score -4534257 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23658 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -4534360.500000 Penalty: 5198.659180 Iteration 19Q: 3 clusters Score -4534360 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24036 members Mstep: Class 2 contains 11602 members Entering Unmasked Estep Score: -4534429.500000 Penalty: 5198.659180 Iteration 20F: 3 clusters Score -4534430 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24440 members Mstep: Class 2 contains 11198 members Entering Unmasked Estep Score: -4534504.000000 Penalty: 5198.659180 Iteration 21Q: 3 clusters Score -4534504 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24862 members Mstep: Class 2 contains 10776 members Entering Unmasked Estep Score: -4534617.500000 Penalty: 5198.659180 Iteration 22Q: 3 clusters Score -4534618 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25318 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -4534714.500000 Penalty: 5198.659180 Iteration 23Q: 3 clusters Score -4534714 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25779 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -4534828.000000 Penalty: 5198.659180 Iteration 24Q: 3 clusters Score -4534828 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26283 members Mstep: Class 2 contains 9355 members Entering Unmasked Estep Score: -4534935.500000 Penalty: 5198.659180 Iteration 25Q: 3 clusters Score -4534936 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26795 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -4535082.000000 Penalty: 5198.659180 Iteration 26Q: 3 clusters Score -4535082 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27346 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -4535223.000000 Penalty: 5198.659180 Iteration 27Q: 3 clusters Score -4535223 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27921 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -4535405.500000 Penalty: 5198.659180 Iteration 28Q: 3 clusters Score -4535406 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28529 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -4535606.000000 Penalty: 5198.659180 Iteration 29Q: 3 clusters Score -4535606 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29169 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -4535831.500000 Penalty: 5198.659180 Iteration 30Q: 3 clusters Score -4535832 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29855 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -4536128.500000 Penalty: 5198.659180 Iteration 31Q: 3 clusters Score -4536128 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30563 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -4536467.000000 Penalty: 5198.659180 Iteration 32Q: 3 clusters Score -4536467 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31306 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -4536860.500000 Penalty: 5198.659180 Iteration 33Q: 3 clusters Score -4536860 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32074 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -4537349.500000 Penalty: 5198.659180 Iteration 34Q: 3 clusters Score -4537350 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32780 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -4537826.000000 Penalty: 5198.659180 Iteration 35Q: 3 clusters Score -4537826 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33402 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -4538228.000000 Penalty: 5198.659180 Iteration 36Q: 3 clusters Score -4538228 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33877 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -4538589.500000 Penalty: 5198.659180 Iteration 37Q: 3 clusters Score -4538590 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34196 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -4538812.500000 Penalty: 5198.659180 Iteration 38Q: 3 clusters Score -4538812 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34418 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -4538970.000000 Penalty: 5198.659180 Iteration 39Q: 3 clusters Score -4538970 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34559 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -4539137.500000 Penalty: 5198.659180 Iteration 40F: 3 clusters Score -4539138 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34690 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -4539253.000000 Penalty: 5198.659180 Iteration 41Q: 3 clusters Score -4539253 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34776 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -4539331.500000 Penalty: 5198.659180 Iteration 42Q: 3 clusters Score -4539332 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34836 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -4539360.000000 Penalty: 5198.659180 Iteration 43Q: 3 clusters Score -4539360 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34878 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -4539392.500000 Penalty: 5198.659180 Iteration 44Q: 3 clusters Score -4539392 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34904 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -4539415.000000 Penalty: 5198.659180 Iteration 45Q: 3 clusters Score -4539415 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34930 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -4539455.500000 Penalty: 5198.659180 Iteration 46Q: 3 clusters Score -4539456 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34940 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -4539482.500000 Penalty: 5198.659180 Iteration 47Q: 3 clusters Score -4539482 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34958 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -4539493.500000 Penalty: 5198.659180 Iteration 48Q: 3 clusters Score -4539494 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34974 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -4539508.000000 Penalty: 5198.659180 Iteration 49Q: 3 clusters Score -4539508 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34984 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -4539514.500000 Penalty: 5198.659180 Iteration 50Q: 3 clusters Score -4539514 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34990 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -4539517.500000 Penalty: 5198.659180 Iteration 51Q: 3 clusters Score -4539518 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34992 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -4539517.000000 Penalty: 5198.659180 Iteration 52Q: 3 clusters Score -4539517 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34997 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -4539522.500000 Penalty: 5198.659180 Iteration 53Q: 3 clusters Score -4539522 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35003 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -4539524.500000 Penalty: 5198.659180 Iteration 54Q: 3 clusters Score -4539524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35006 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -4539527.500000 Penalty: 5198.659180 Iteration 55Q: 3 clusters Score -4539528 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35007 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -4539528.000000 Penalty: 5198.659180 Iteration 56Q: 3 clusters Score -4539528 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35009 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -4539533.000000 Penalty: 5198.659180 Iteration 57Q: 3 clusters Score -4539533 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35009 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -4539533.500000 Penalty: 5198.659180 Iteration 58Q: 3 clusters Score -4539534 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35009 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -4539533.500000 Penalty: 5198.659180 Iteration 59F: 3 clusters Score -4539534 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -27915.609375 Penalty: 1399.192993 Iteration 0F: 2 clusters Score -27915.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -26728.542969 Penalty: 2798.385986 Iteration 0F: 3 clusters Score -26728.54 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -26916.855469 Penalty: 2798.385986 Iteration 1F: 3 clusters Score -26916.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -26964.458984 Penalty: 2798.385986 Iteration 2Q: 3 clusters Score -26964.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -27009.253906 Penalty: 2798.385986 Iteration 3Q: 3 clusters Score -27009.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -27024.050781 Penalty: 2798.385986 Iteration 4Q: 3 clusters Score -27024.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -27039.722656 Penalty: 2798.385986 Iteration 5Q: 3 clusters Score -27039.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -27059.689453 Penalty: 2798.385986 Iteration 6Q: 3 clusters Score -27059.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -27059.689453 Penalty: 2798.385986 Iteration 7F: 3 clusters Score -27059.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (3235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Entering Unmasked Estep Score: -351733.843750 Penalty: 2004.282471 Iteration 0F: 2 clusters Score -351733.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -348367.562500 Penalty: 4008.564941 Iteration 0F: 3 clusters Score -348367.6 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -349107.343750 Penalty: 4008.564941 Iteration 1F: 3 clusters Score -349107.3 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -349315.031250 Penalty: 4008.564941 Iteration 2F: 3 clusters Score -349315 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -349446.843750 Penalty: 4008.564941 Iteration 3F: 3 clusters Score -349446.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -349582.843750 Penalty: 4008.564941 Iteration 4Q: 3 clusters Score -349582.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -349688.250000 Penalty: 4008.564941 Iteration 5Q: 3 clusters Score -349688.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -349776.875000 Penalty: 4008.564941 Iteration 6Q: 3 clusters Score -349776.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -349886.375000 Penalty: 4008.564941 Iteration 7Q: 3 clusters Score -349886.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -349988.218750 Penalty: 4008.564941 Iteration 8Q: 3 clusters Score -349988.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -350066.656250 Penalty: 4008.564941 Iteration 9Q: 3 clusters Score -350066.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -350132.593750 Penalty: 4008.564941 Iteration 10Q: 3 clusters Score -350132.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -350195.968750 Penalty: 4008.564941 Iteration 11Q: 3 clusters Score -350196 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -350242.562500 Penalty: 4008.564941 Iteration 12Q: 3 clusters Score -350242.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -350270.218750 Penalty: 4008.564941 Iteration 13Q: 3 clusters Score -350270.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -350286.625000 Penalty: 4008.564941 Iteration 14Q: 3 clusters Score -350286.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -350301.406250 Penalty: 4008.564941 Iteration 15Q: 3 clusters Score -350301.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -350310.531250 Penalty: 4008.564941 Iteration 16Q: 3 clusters Score -350310.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -350319.000000 Penalty: 4008.564941 Iteration 17Q: 3 clusters Score -350319 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -350322.718750 Penalty: 4008.564941 Iteration 18Q: 3 clusters Score -350322.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -350327.687500 Penalty: 4008.564941 Iteration 19Q: 3 clusters Score -350327.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -350329.843750 Penalty: 4008.564941 Iteration 20F: 3 clusters Score -350329.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -350332.406250 Penalty: 4008.564941 Iteration 21Q: 3 clusters Score -350332.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -350334.750000 Penalty: 4008.564941 Iteration 22Q: 3 clusters Score -350334.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -350336.312500 Penalty: 4008.564941 Iteration 23Q: 3 clusters Score -350336.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -350337.968750 Penalty: 4008.564941 Iteration 24Q: 3 clusters Score -350338 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -350337.968750 Penalty: 4008.564941 Iteration 25F: 3 clusters Score -350338 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (19964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19964 members Entering Unmasked Estep Score: -2280630.000000 Penalty: 2455.618164 Iteration 0F: 2 clusters Score -2280630 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10022 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -2266605.000000 Penalty: 4911.236328 Iteration 0F: 3 clusters Score -2266605 nChanged 8841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 9867 members Entering Unmasked Estep Score: -2271312.500000 Penalty: 4911.236328 Iteration 1F: 3 clusters Score -2271312 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10152 members Mstep: Class 2 contains 9812 members Entering Unmasked Estep Score: -2271766.500000 Penalty: 4911.236328 Iteration 2F: 3 clusters Score -2271766 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10279 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -2272149.250000 Penalty: 4911.236328 Iteration 3Q: 3 clusters Score -2272149 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10441 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -2272517.000000 Penalty: 4911.236328 Iteration 4Q: 3 clusters Score -2272517 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -2272869.500000 Penalty: 4911.236328 Iteration 5Q: 3 clusters Score -2272870 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 9074 members Entering Unmasked Estep Score: -2273255.750000 Penalty: 4911.236328 Iteration 6Q: 3 clusters Score -2273256 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -2273650.500000 Penalty: 4911.236328 Iteration 7Q: 3 clusters Score -2273650 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11614 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -2274124.250000 Penalty: 4911.236328 Iteration 8Q: 3 clusters Score -2274124 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12046 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -2274618.500000 Penalty: 4911.236328 Iteration 9Q: 3 clusters Score -2274618 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12507 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -2275058.250000 Penalty: 4911.236328 Iteration 10Q: 3 clusters Score -2275058 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12955 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -2275432.750000 Penalty: 4911.236328 Iteration 11Q: 3 clusters Score -2275433 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13357 members Mstep: Class 2 contains 6607 members Entering Unmasked Estep Score: -2275715.250000 Penalty: 4911.236328 Iteration 12Q: 3 clusters Score -2275715 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13775 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -2275968.500000 Penalty: 4911.236328 Iteration 13Q: 3 clusters Score -2275968 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14185 members Mstep: Class 2 contains 5779 members Entering Unmasked Estep Score: -2276182.750000 Penalty: 4911.236328 Iteration 14Q: 3 clusters Score -2276183 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14587 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -2276367.750000 Penalty: 4911.236328 Iteration 15Q: 3 clusters Score -2276368 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14941 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -2276523.750000 Penalty: 4911.236328 Iteration 16Q: 3 clusters Score -2276524 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15309 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -2276668.000000 Penalty: 4911.236328 Iteration 17Q: 3 clusters Score -2276668 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15671 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -2276821.000000 Penalty: 4911.236328 Iteration 18Q: 3 clusters Score -2276821 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16029 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -2276961.250000 Penalty: 4911.236328 Iteration 19Q: 3 clusters Score -2276961 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16346 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -2277098.500000 Penalty: 4911.236328 Iteration 20F: 3 clusters Score -2277098 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -2277227.750000 Penalty: 4911.236328 Iteration 21Q: 3 clusters Score -2277228 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17007 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -2277396.250000 Penalty: 4911.236328 Iteration 22Q: 3 clusters Score -2277396 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17347 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -2277549.500000 Penalty: 4911.236328 Iteration 23Q: 3 clusters Score -2277550 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17639 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -2277687.000000 Penalty: 4911.236328 Iteration 24Q: 3 clusters Score -2277687 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17903 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -2277815.500000 Penalty: 4911.236328 Iteration 25Q: 3 clusters Score -2277816 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18130 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -2277926.250000 Penalty: 4911.236328 Iteration 26Q: 3 clusters Score -2277926 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18307 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -2277993.250000 Penalty: 4911.236328 Iteration 27Q: 3 clusters Score -2277993 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18469 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -2278085.250000 Penalty: 4911.236328 Iteration 28Q: 3 clusters Score -2278085 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18633 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -2278164.750000 Penalty: 4911.236328 Iteration 29Q: 3 clusters Score -2278165 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18770 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -2278247.000000 Penalty: 4911.236328 Iteration 30Q: 3 clusters Score -2278247 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18887 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -2278325.750000 Penalty: 4911.236328 Iteration 31Q: 3 clusters Score -2278326 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18973 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -2278375.000000 Penalty: 4911.236328 Iteration 32Q: 3 clusters Score -2278375 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19037 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -2278399.750000 Penalty: 4911.236328 Iteration 33Q: 3 clusters Score -2278400 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19081 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -2278424.000000 Penalty: 4911.236328 Iteration 34Q: 3 clusters Score -2278424 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19118 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -2278437.000000 Penalty: 4911.236328 Iteration 35Q: 3 clusters Score -2278437 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19148 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -2278447.000000 Penalty: 4911.236328 Iteration 36Q: 3 clusters Score -2278447 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19177 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -2278463.500000 Penalty: 4911.236328 Iteration 37Q: 3 clusters Score -2278464 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19195 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -2278468.000000 Penalty: 4911.236328 Iteration 38Q: 3 clusters Score -2278468 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19219 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -2278483.250000 Penalty: 4911.236328 Iteration 39Q: 3 clusters Score -2278483 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19238 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -2278495.750000 Penalty: 4911.236328 Iteration 40F: 3 clusters Score -2278496 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19253 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -2278503.000000 Penalty: 4911.236328 Iteration 41Q: 3 clusters Score -2278503 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19263 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -2278510.000000 Penalty: 4911.236328 Iteration 42Q: 3 clusters Score -2278510 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19272 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -2278516.000000 Penalty: 4911.236328 Iteration 43Q: 3 clusters Score -2278516 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19281 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -2278520.000000 Penalty: 4911.236328 Iteration 44Q: 3 clusters Score -2278520 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19291 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -2278523.250000 Penalty: 4911.236328 Iteration 45Q: 3 clusters Score -2278523 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19300 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -2278527.250000 Penalty: 4911.236328 Iteration 46Q: 3 clusters Score -2278527 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19313 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -2278532.250000 Penalty: 4911.236328 Iteration 47Q: 3 clusters Score -2278532 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19323 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -2278536.500000 Penalty: 4911.236328 Iteration 48Q: 3 clusters Score -2278536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19330 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -2278542.250000 Penalty: 4911.236328 Iteration 49Q: 3 clusters Score -2278542 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19334 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -2278541.000000 Penalty: 4911.236328 Iteration 50Q: 3 clusters Score -2278541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19340 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -2278544.000000 Penalty: 4911.236328 Iteration 51Q: 3 clusters Score -2278544 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19349 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -2278554.250000 Penalty: 4911.236328 Iteration 52Q: 3 clusters Score -2278554 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19357 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -2278562.000000 Penalty: 4911.236328 Iteration 53Q: 3 clusters Score -2278562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19363 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -2278562.500000 Penalty: 4911.236328 Iteration 54Q: 3 clusters Score -2278562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19368 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -2278566.750000 Penalty: 4911.236328 Iteration 55Q: 3 clusters Score -2278567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19369 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -2278568.750000 Penalty: 4911.236328 Iteration 56Q: 3 clusters Score -2278569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19370 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -2278569.750000 Penalty: 4911.236328 Iteration 57Q: 3 clusters Score -2278570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19369 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -2278570.000000 Penalty: 4911.236328 Iteration 58Q: 3 clusters Score -2278570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19370 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -2278568.750000 Penalty: 4911.236328 Iteration 59Q: 3 clusters Score -2278569 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19371 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -2278570.000000 Penalty: 4911.236328 Iteration 60F: 3 clusters Score -2278570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19372 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -2278571.250000 Penalty: 4911.236328 Iteration 61Q: 3 clusters Score -2278571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19374 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -2278573.750000 Penalty: 4911.236328 Iteration 62Q: 3 clusters Score -2278574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19376 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -2278571.750000 Penalty: 4911.236328 Iteration 63Q: 3 clusters Score -2278572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19378 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -2278572.250000 Penalty: 4911.236328 Iteration 64Q: 3 clusters Score -2278572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19379 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -2278576.000000 Penalty: 4911.236328 Iteration 65Q: 3 clusters Score -2278576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19382 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -2278574.500000 Penalty: 4911.236328 Iteration 66Q: 3 clusters Score -2278574 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19385 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -2278576.500000 Penalty: 4911.236328 Iteration 67Q: 3 clusters Score -2278576 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19391 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -2278582.000000 Penalty: 4911.236328 Iteration 68Q: 3 clusters Score -2278582 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19395 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -2278582.250000 Penalty: 4911.236328 Iteration 69Q: 3 clusters Score -2278582 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19398 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -2278585.000000 Penalty: 4911.236328 Iteration 70Q: 3 clusters Score -2278585 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19400 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -2278586.250000 Penalty: 4911.236328 Iteration 71Q: 3 clusters Score -2278586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19401 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -2278585.250000 Penalty: 4911.236328 Iteration 72Q: 3 clusters Score -2278585 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19401 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -2278585.000000 Penalty: 4911.236328 Iteration 73Q: 3 clusters Score -2278585 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19403 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -2278585.500000 Penalty: 4911.236328 Iteration 74Q: 3 clusters Score -2278586 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19405 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -2278585.500000 Penalty: 4911.236328 Iteration 75Q: 3 clusters Score -2278586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19406 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -2278586.500000 Penalty: 4911.236328 Iteration 76Q: 3 clusters Score -2278586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19407 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -2278585.500000 Penalty: 4911.236328 Iteration 77Q: 3 clusters Score -2278586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19408 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -2278586.500000 Penalty: 4911.236328 Iteration 78Q: 3 clusters Score -2278586 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19408 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -2278589.000000 Penalty: 4911.236328 Iteration 79Q: 3 clusters Score -2278589 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19409 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -2278591.250000 Penalty: 4911.236328 Iteration 80F: 3 clusters Score -2278591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19410 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -2278588.750000 Penalty: 4911.236328 Iteration 81Q: 3 clusters Score -2278589 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19411 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -2278595.000000 Penalty: 4911.236328 Iteration 82Q: 3 clusters Score -2278595 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19415 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -2278596.750000 Penalty: 4911.236328 Iteration 83Q: 3 clusters Score -2278597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19416 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -2278597.250000 Penalty: 4911.236328 Iteration 84Q: 3 clusters Score -2278597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19417 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -2278597.250000 Penalty: 4911.236328 Iteration 85Q: 3 clusters Score -2278597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19419 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -2278595.250000 Penalty: 4911.236328 Iteration 86Q: 3 clusters Score -2278595 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19420 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -2278598.500000 Penalty: 4911.236328 Iteration 87Q: 3 clusters Score -2278598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19421 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -2278598.750000 Penalty: 4911.236328 Iteration 88Q: 3 clusters Score -2278599 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19422 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -2278601.500000 Penalty: 4911.236328 Iteration 89Q: 3 clusters Score -2278602 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19422 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -2278601.500000 Penalty: 4911.236328 Iteration 90F: 3 clusters Score -2278602 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Entering Unmasked Estep Score: -134997.546875 Penalty: 1783.287720 Iteration 0F: 2 clusters Score -134997.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -132850.906250 Penalty: 3566.575439 Iteration 0F: 3 clusters Score -132850.9 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -133237.140625 Penalty: 3566.575439 Iteration 1F: 3 clusters Score -133237.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -133412.765625 Penalty: 3566.575439 Iteration 2F: 3 clusters Score -133412.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -133620.765625 Penalty: 3566.575439 Iteration 3F: 3 clusters Score -133620.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -133840.796875 Penalty: 3566.575439 Iteration 4F: 3 clusters Score -133840.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -134047.406250 Penalty: 3566.575439 Iteration 5F: 3 clusters Score -134047.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -134259.687500 Penalty: 3566.575439 Iteration 6F: 3 clusters Score -134259.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -134402.203125 Penalty: 3566.575439 Iteration 7Q: 3 clusters Score -134402.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -134479.031250 Penalty: 3566.575439 Iteration 8Q: 3 clusters Score -134479 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -134515.812500 Penalty: 3566.575439 Iteration 9Q: 3 clusters Score -134515.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -134543.234375 Penalty: 3566.575439 Iteration 10Q: 3 clusters Score -134543.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -134571.750000 Penalty: 3566.575439 Iteration 11Q: 3 clusters Score -134571.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -134588.140625 Penalty: 3566.575439 Iteration 12Q: 3 clusters Score -134588.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -134596.906250 Penalty: 3566.575439 Iteration 13Q: 3 clusters Score -134596.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -134601.953125 Penalty: 3566.575439 Iteration 14Q: 3 clusters Score -134602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -134606.609375 Penalty: 3566.575439 Iteration 15Q: 3 clusters Score -134606.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -134613.531250 Penalty: 3566.575439 Iteration 16Q: 3 clusters Score -134613.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -134625.125000 Penalty: 3566.575439 Iteration 17Q: 3 clusters Score -134625.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -134632.765625 Penalty: 3566.575439 Iteration 18Q: 3 clusters Score -134632.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -134657.078125 Penalty: 3566.575439 Iteration 19Q: 3 clusters Score -134657.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -134671.171875 Penalty: 3566.575439 Iteration 20F: 3 clusters Score -134671.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -134688.890625 Penalty: 3566.575439 Iteration 21Q: 3 clusters Score -134688.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -134704.515625 Penalty: 3566.575439 Iteration 22Q: 3 clusters Score -134704.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -134716.812500 Penalty: 3566.575439 Iteration 23Q: 3 clusters Score -134716.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -134726.156250 Penalty: 3566.575439 Iteration 24Q: 3 clusters Score -134726.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -134732.234375 Penalty: 3566.575439 Iteration 25Q: 3 clusters Score -134732.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -134744.609375 Penalty: 3566.575439 Iteration 26Q: 3 clusters Score -134744.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -134753.625000 Penalty: 3566.575439 Iteration 27Q: 3 clusters Score -134753.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -134755.906250 Penalty: 3566.575439 Iteration 28Q: 3 clusters Score -134755.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -134757.375000 Penalty: 3566.575439 Iteration 29Q: 3 clusters Score -134757.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -134757.375000 Penalty: 3566.575439 Iteration 30F: 3 clusters Score -134757.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Entering Unmasked Estep Score: -49522.304688 Penalty: 1534.179810 Iteration 0F: 2 clusters Score -49522.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -48149.558594 Penalty: 3068.359619 Iteration 0F: 3 clusters Score -48149.56 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -48370.167969 Penalty: 3068.359619 Iteration 1F: 3 clusters Score -48370.17 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -48415.917969 Penalty: 3068.359619 Iteration 2Q: 3 clusters Score -48415.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48437.125000 Penalty: 3068.359619 Iteration 3Q: 3 clusters Score -48437.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48446.082031 Penalty: 3068.359619 Iteration 4Q: 3 clusters Score -48446.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -48460.500000 Penalty: 3068.359619 Iteration 5Q: 3 clusters Score -48460.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48466.640625 Penalty: 3068.359619 Iteration 6Q: 3 clusters Score -48466.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -48479.652344 Penalty: 3068.359619 Iteration 7Q: 3 clusters Score -48479.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -48513.199219 Penalty: 3068.359619 Iteration 8Q: 3 clusters Score -48513.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -48530.414062 Penalty: 3068.359619 Iteration 9Q: 3 clusters Score -48530.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -48539.195312 Penalty: 3068.359619 Iteration 10Q: 3 clusters Score -48539.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -48551.980469 Penalty: 3068.359619 Iteration 11Q: 3 clusters Score -48551.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -48558.546875 Penalty: 3068.359619 Iteration 12Q: 3 clusters Score -48558.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -48567.187500 Penalty: 3068.359619 Iteration 13Q: 3 clusters Score -48567.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48573.765625 Penalty: 3068.359619 Iteration 14Q: 3 clusters Score -48573.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -48583.554688 Penalty: 3068.359619 Iteration 15Q: 3 clusters Score -48583.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -48658.824219 Penalty: 3068.359619 Iteration 16Q: 3 clusters Score -48658.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -48721.011719 Penalty: 3068.359619 Iteration 17Q: 3 clusters Score -48721.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -48751.328125 Penalty: 3068.359619 Iteration 18Q: 3 clusters Score -48751.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -48772.707031 Penalty: 3068.359619 Iteration 19Q: 3 clusters Score -48772.71 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -48805.277344 Penalty: 3068.359619 Iteration 20F: 3 clusters Score -48805.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -48837.292969 Penalty: 3068.359619 Iteration 21Q: 3 clusters Score -48837.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -48859.796875 Penalty: 3068.359619 Iteration 22Q: 3 clusters Score -48859.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -48888.398438 Penalty: 3068.359619 Iteration 23Q: 3 clusters Score -48888.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -48905.988281 Penalty: 3068.359619 Iteration 24Q: 3 clusters Score -48905.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -48908.328125 Penalty: 3068.359619 Iteration 25Q: 3 clusters Score -48908.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -48911.328125 Penalty: 3068.359619 Iteration 26Q: 3 clusters Score -48911.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -48917.406250 Penalty: 3068.359619 Iteration 27Q: 3 clusters Score -48917.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -48919.917969 Penalty: 3068.359619 Iteration 28Q: 3 clusters Score -48919.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -48919.917969 Penalty: 3068.359619 Iteration 29F: 3 clusters Score -48919.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (60640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60640 members Entering Unmasked Estep Score: -7021606.500000 Penalty: 2731.152100 Iteration 0F: 2 clusters Score -7021606 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30350 members Mstep: Class 2 contains 30290 members Entering Unmasked Estep Score: -6980519.000000 Penalty: 5462.304199 Iteration 0F: 3 clusters Score -6980519 nChanged 28412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30678 members Mstep: Class 2 contains 29962 members Entering Unmasked Estep Score: -6996490.000000 Penalty: 5462.304199 Iteration 1F: 3 clusters Score -6996490 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30838 members Mstep: Class 2 contains 29802 members Entering Unmasked Estep Score: -6997008.000000 Penalty: 5462.304199 Iteration 2Q: 3 clusters Score -6997008 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31128 members Mstep: Class 2 contains 29512 members Entering Unmasked Estep Score: -6997458.000000 Penalty: 5462.304199 Iteration 3Q: 3 clusters Score -6997458 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31518 members Mstep: Class 2 contains 29122 members Entering Unmasked Estep Score: -6997849.500000 Penalty: 5462.304199 Iteration 4Q: 3 clusters Score -6997850 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32056 members Mstep: Class 2 contains 28584 members Entering Unmasked Estep Score: -6998263.000000 Penalty: 5462.304199 Iteration 5Q: 3 clusters Score -6998263 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32825 members Mstep: Class 2 contains 27815 members Entering Unmasked Estep Score: -6998788.500000 Penalty: 5462.304199 Iteration 6Q: 3 clusters Score -6998788 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33973 members Mstep: Class 2 contains 26667 members Entering Unmasked Estep Score: -6999392.000000 Penalty: 5462.304199 Iteration 7Q: 3 clusters Score -6999392 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35706 members Mstep: Class 2 contains 24934 members Entering Unmasked Estep Score: -7000373.500000 Penalty: 5462.304199 Iteration 8Q: 3 clusters Score -7000374 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38066 members Mstep: Class 2 contains 22574 members Entering Unmasked Estep Score: -7001865.000000 Penalty: 5462.304199 Iteration 9Q: 3 clusters Score -7001865 nChanged 3574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41188 members Mstep: Class 2 contains 19452 members Entering Unmasked Estep Score: -7004169.000000 Penalty: 5462.304199 Iteration 10F: 3 clusters Score -7004169 nChanged 3897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44741 members Mstep: Class 2 contains 15899 members Entering Unmasked Estep Score: -7007023.000000 Penalty: 5462.304199 Iteration 11F: 3 clusters Score -7007023 nChanged 3917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48402 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -7010089.000000 Penalty: 5462.304199 Iteration 12F: 3 clusters Score -7010089 nChanged 3303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51523 members Mstep: Class 2 contains 9117 members Entering Unmasked Estep Score: -7012797.000000 Penalty: 5462.304199 Iteration 13F: 3 clusters Score -7012797 nChanged 2611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54064 members Mstep: Class 2 contains 6576 members Entering Unmasked Estep Score: -7014941.000000 Penalty: 5462.304199 Iteration 14Q: 3 clusters Score -7014941 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55937 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -7016452.000000 Penalty: 5462.304199 Iteration 15Q: 3 clusters Score -7016452 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57230 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -7017462.500000 Penalty: 5462.304199 Iteration 16Q: 3 clusters Score -7017462 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58103 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -7018118.500000 Penalty: 5462.304199 Iteration 17Q: 3 clusters Score -7018118 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58694 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -7018606.500000 Penalty: 5462.304199 Iteration 18Q: 3 clusters Score -7018606 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59071 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -7018874.500000 Penalty: 5462.304199 Iteration 19Q: 3 clusters Score -7018874 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59312 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -7019065.500000 Penalty: 5462.304199 Iteration 20F: 3 clusters Score -7019066 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59449 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -7019181.000000 Penalty: 5462.304199 Iteration 21Q: 3 clusters Score -7019181 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59533 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -7019241.500000 Penalty: 5462.304199 Iteration 22Q: 3 clusters Score -7019242 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59607 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -7019309.500000 Penalty: 5462.304199 Iteration 23Q: 3 clusters Score -7019310 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59658 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -7019318.500000 Penalty: 5462.304199 Iteration 24Q: 3 clusters Score -7019318 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59691 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -7019352.000000 Penalty: 5462.304199 Iteration 25Q: 3 clusters Score -7019352 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59705 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -7019356.000000 Penalty: 5462.304199 Iteration 26Q: 3 clusters Score -7019356 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59725 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -7019383.000000 Penalty: 5462.304199 Iteration 27Q: 3 clusters Score -7019383 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59745 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -7019395.000000 Penalty: 5462.304199 Iteration 28Q: 3 clusters Score -7019395 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59755 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -7019403.500000 Penalty: 5462.304199 Iteration 29Q: 3 clusters Score -7019404 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59766 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -7019397.500000 Penalty: 5462.304199 Iteration 30Q: 3 clusters Score -7019398 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59775 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -7019408.500000 Penalty: 5462.304199 Iteration 31Q: 3 clusters Score -7019408 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59785 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -7019417.000000 Penalty: 5462.304199 Iteration 32Q: 3 clusters Score -7019417 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59791 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -7019426.000000 Penalty: 5462.304199 Iteration 33Q: 3 clusters Score -7019426 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59798 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -7019434.500000 Penalty: 5462.304199 Iteration 34Q: 3 clusters Score -7019434 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59807 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -7019440.500000 Penalty: 5462.304199 Iteration 35Q: 3 clusters Score -7019440 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59821 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -7019457.000000 Penalty: 5462.304199 Iteration 36Q: 3 clusters Score -7019457 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59826 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -7019472.000000 Penalty: 5462.304199 Iteration 37Q: 3 clusters Score -7019472 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59833 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -7019471.000000 Penalty: 5462.304199 Iteration 38Q: 3 clusters Score -7019471 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59833 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -7019477.000000 Penalty: 5462.304199 Iteration 39Q: 3 clusters Score -7019477 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59836 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -7019477.500000 Penalty: 5462.304199 Iteration 40F: 3 clusters Score -7019478 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59839 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -7019488.000000 Penalty: 5462.304199 Iteration 41Q: 3 clusters Score -7019488 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59840 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -7019486.000000 Penalty: 5462.304199 Iteration 42Q: 3 clusters Score -7019486 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59841 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -7019489.500000 Penalty: 5462.304199 Iteration 43Q: 3 clusters Score -7019490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59842 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -7019478.000000 Penalty: 5462.304199 Iteration 44Q: 3 clusters Score -7019478 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59843 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -7019483.500000 Penalty: 5462.304199 Iteration 45Q: 3 clusters Score -7019484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59846 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -7019487.000000 Penalty: 5462.304199 Iteration 46Q: 3 clusters Score -7019487 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59847 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -7019495.000000 Penalty: 5462.304199 Iteration 47Q: 3 clusters Score -7019495 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59847 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -7019495.500000 Penalty: 5462.304199 Iteration 48Q: 3 clusters Score -7019496 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59849 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -7019499.000000 Penalty: 5462.304199 Iteration 49Q: 3 clusters Score -7019499 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59848 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -7019496.000000 Penalty: 5462.304199 Iteration 50Q: 3 clusters Score -7019496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59849 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -7019494.000000 Penalty: 5462.304199 Iteration 51Q: 3 clusters Score -7019494 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59848 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -7019505.500000 Penalty: 5462.304199 Iteration 52Q: 3 clusters Score -7019506 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59848 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -7019505.500000 Penalty: 5462.304199 Iteration 53F: 3 clusters Score -7019506 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2318 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Entering Unmasked Estep Score: -250623.187500 Penalty: 1921.618042 Iteration 0F: 2 clusters Score -250623.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -247786.859375 Penalty: 3843.236084 Iteration 0F: 3 clusters Score -247786.9 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -248378.843750 Penalty: 3843.236084 Iteration 1F: 3 clusters Score -248378.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -248576.781250 Penalty: 3843.236084 Iteration 2F: 3 clusters Score -248576.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -248701.359375 Penalty: 3843.236084 Iteration 3F: 3 clusters Score -248701.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -248782.203125 Penalty: 3843.236084 Iteration 4Q: 3 clusters Score -248782.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -248844.937500 Penalty: 3843.236084 Iteration 5Q: 3 clusters Score -248844.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -248898.265625 Penalty: 3843.236084 Iteration 6Q: 3 clusters Score -248898.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -248961.218750 Penalty: 3843.236084 Iteration 7Q: 3 clusters Score -248961.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -249031.328125 Penalty: 3843.236084 Iteration 8Q: 3 clusters Score -249031.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -249095.609375 Penalty: 3843.236084 Iteration 9Q: 3 clusters Score -249095.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -249157.187500 Penalty: 3843.236084 Iteration 10Q: 3 clusters Score -249157.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -249204.421875 Penalty: 3843.236084 Iteration 11Q: 3 clusters Score -249204.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -249234.187500 Penalty: 3843.236084 Iteration 12Q: 3 clusters Score -249234.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -249257.906250 Penalty: 3843.236084 Iteration 13Q: 3 clusters Score -249257.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -249286.093750 Penalty: 3843.236084 Iteration 14Q: 3 clusters Score -249286.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -249310.968750 Penalty: 3843.236084 Iteration 15Q: 3 clusters Score -249311 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -249330.250000 Penalty: 3843.236084 Iteration 16Q: 3 clusters Score -249330.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -249348.453125 Penalty: 3843.236084 Iteration 17Q: 3 clusters Score -249348.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -249360.203125 Penalty: 3843.236084 Iteration 18Q: 3 clusters Score -249360.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -249378.187500 Penalty: 3843.236084 Iteration 19Q: 3 clusters Score -249378.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -249396.906250 Penalty: 3843.236084 Iteration 20F: 3 clusters Score -249396.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -249416.953125 Penalty: 3843.236084 Iteration 21Q: 3 clusters Score -249417 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -249437.578125 Penalty: 3843.236084 Iteration 22Q: 3 clusters Score -249437.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -249454.281250 Penalty: 3843.236084 Iteration 23Q: 3 clusters Score -249454.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -249483.046875 Penalty: 3843.236084 Iteration 24Q: 3 clusters Score -249483 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -249528.578125 Penalty: 3843.236084 Iteration 25Q: 3 clusters Score -249528.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -249559.125000 Penalty: 3843.236084 Iteration 26Q: 3 clusters Score -249559.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -249588.046875 Penalty: 3843.236084 Iteration 27Q: 3 clusters Score -249588 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -249616.593750 Penalty: 3843.236084 Iteration 28Q: 3 clusters Score -249616.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -249667.781250 Penalty: 3843.236084 Iteration 29Q: 3 clusters Score -249667.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -249713.328125 Penalty: 3843.236084 Iteration 30Q: 3 clusters Score -249713.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -249755.078125 Penalty: 3843.236084 Iteration 31Q: 3 clusters Score -249755.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -249785.203125 Penalty: 3843.236084 Iteration 32Q: 3 clusters Score -249785.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -249807.921875 Penalty: 3843.236084 Iteration 33Q: 3 clusters Score -249807.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -249822.828125 Penalty: 3843.236084 Iteration 34Q: 3 clusters Score -249822.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -249835.015625 Penalty: 3843.236084 Iteration 35Q: 3 clusters Score -249835 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -249843.062500 Penalty: 3843.236084 Iteration 36Q: 3 clusters Score -249843.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -249851.468750 Penalty: 3843.236084 Iteration 37Q: 3 clusters Score -249851.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -249857.000000 Penalty: 3843.236084 Iteration 38Q: 3 clusters Score -249857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -249857.625000 Penalty: 3843.236084 Iteration 39Q: 3 clusters Score -249857.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -249859.562500 Penalty: 3843.236084 Iteration 40F: 3 clusters Score -249859.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -249864.375000 Penalty: 3843.236084 Iteration 41Q: 3 clusters Score -249864.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -249868.484375 Penalty: 3843.236084 Iteration 42Q: 3 clusters Score -249868.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -249872.187500 Penalty: 3843.236084 Iteration 43Q: 3 clusters Score -249872.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -249875.671875 Penalty: 3843.236084 Iteration 44Q: 3 clusters Score -249875.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -249878.421875 Penalty: 3843.236084 Iteration 45Q: 3 clusters Score -249878.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -249878.437500 Penalty: 3843.236084 Iteration 46Q: 3 clusters Score -249878.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -249880.765625 Penalty: 3843.236084 Iteration 47Q: 3 clusters Score -249880.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -249881.843750 Penalty: 3843.236084 Iteration 48Q: 3 clusters Score -249881.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -249883.890625 Penalty: 3843.236084 Iteration 49Q: 3 clusters Score -249883.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -249885.562500 Penalty: 3843.236084 Iteration 50Q: 3 clusters Score -249885.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -249886.203125 Penalty: 3843.236084 Iteration 51Q: 3 clusters Score -249886.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -249887.718750 Penalty: 3843.236084 Iteration 52Q: 3 clusters Score -249887.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -249888.546875 Penalty: 3843.236084 Iteration 53Q: 3 clusters Score -249888.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -249888.546875 Penalty: 3843.236084 Iteration 54F: 3 clusters Score -249888.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 29320 members Mstep: Class 5 contains 35638 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 3235 members Mstep: Class 14 contains 19964 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 486 members Mstep: Class 18 contains 60640 members Mstep: Class 19 contains 2318 members Entering Unmasked Estep ConsiderDeletion Score: -17903602.000000 Penalty: 29633.353516 Iteration 39Q: 11 clusters Score -1.79036e+07 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 29228 members Mstep: Class 5 contains 35644 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 3158 members Mstep: Class 14 contains 18741 members Mstep: Class 15 contains 1327 members Mstep: Class 16 contains 486 members Mstep: Class 18 contains 62009 members Mstep: Class 19 contains 2335 members Entering Unmasked Estep ConsiderDeletion Score: -17904154.000000 Penalty: 29633.353516 Iteration 40F: 11 clusters Score -1.790415e+07 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 29143 members Mstep: Class 5 contains 35657 members Mstep: Class 7 contains 286 members Mstep: Class 11 contains 3068 members Mstep: Class 14 contains 17627 members Mstep: Class 15 contains 1325 members Mstep: Class 16 contains 487 members Mstep: Class 18 contains 63261 members Mstep: Class 19 contains 2356 members Entering Unmasked Estep ConsiderDeletion Score: -17904650.000000 Penalty: 29633.353516 Iteration 41Q: 11 clusters Score -1.790465e+07 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 29055 members Mstep: Class 5 contains 35672 members Mstep: Class 7 contains 287 members Mstep: Class 11 contains 2992 members Mstep: Class 14 contains 16539 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 487 members Mstep: Class 18 contains 64487 members Mstep: Class 19 contains 2367 members Entering Unmasked Estep ConsiderDeletion Score: -17905178.000000 Penalty: 29633.353516 Iteration 42Q: 11 clusters Score -1.790518e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 28994 members Mstep: Class 5 contains 35685 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2910 members Mstep: Class 14 contains 15628 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 65521 members Mstep: Class 19 contains 2376 members Entering Unmasked Estep ConsiderDeletion Score: -17905496.000000 Penalty: 29633.353516 Iteration 43Q: 11 clusters Score -1.79055e+07 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 28960 members Mstep: Class 5 contains 35699 members Mstep: Class 7 contains 283 members Mstep: Class 11 contains 2846 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 66420 members Mstep: Class 19 contains 2377 members Entering Unmasked Estep ConsiderDeletion Score: -17905834.000000 Penalty: 29633.353516 Iteration 44Q: 11 clusters Score -1.790583e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 28938 members Mstep: Class 5 contains 35718 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2792 members Mstep: Class 14 contains 14085 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 67213 members Mstep: Class 19 contains 2369 members Entering Unmasked Estep ConsiderDeletion Score: -17906048.000000 Penalty: 29633.353516 Iteration 45Q: 11 clusters Score -1.790605e+07 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 28934 members Mstep: Class 5 contains 35729 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2748 members Mstep: Class 14 contains 13473 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 67867 members Mstep: Class 19 contains 2364 members Entering Unmasked Estep ConsiderDeletion Score: -17906256.000000 Penalty: 29633.353516 Iteration 46Q: 11 clusters Score -1.790626e+07 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 28938 members Mstep: Class 5 contains 35735 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2702 members Mstep: Class 14 contains 12965 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 68424 members Mstep: Class 19 contains 2351 members Entering Unmasked Estep ConsiderDeletion Score: -17906448.000000 Penalty: 29633.353516 Iteration 47Q: 11 clusters Score -1.790645e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1413 members Mstep: Class 3 contains 28951 members Mstep: Class 5 contains 35741 members Mstep: Class 7 contains 283 members Mstep: Class 11 contains 2657 members Mstep: Class 14 contains 12551 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 68879 members Mstep: Class 19 contains 2335 members Entering Unmasked Estep ConsiderDeletion Score: -17906518.000000 Penalty: 29633.353516 Iteration 48Q: 11 clusters Score -1.790652e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28958 members Mstep: Class 5 contains 35744 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2623 members Mstep: Class 14 contains 12187 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 69282 members Mstep: Class 19 contains 2320 members Entering Unmasked Estep ConsiderDeletion Score: -17906638.000000 Penalty: 29633.353516 Iteration 49Q: 11 clusters Score -1.790664e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28970 members Mstep: Class 5 contains 35748 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2592 members Mstep: Class 14 contains 11870 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 69620 members Mstep: Class 19 contains 2314 members Entering Unmasked Estep ConsiderDeletion Score: -17906812.000000 Penalty: 29633.353516 Iteration 50Q: 11 clusters Score -1.790681e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28970 members Mstep: Class 5 contains 35753 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2559 members Mstep: Class 14 contains 11613 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 69906 members Mstep: Class 19 contains 2313 members Entering Unmasked Estep ConsiderDeletion Score: -17906842.000000 Penalty: 29633.353516 Iteration 51Q: 11 clusters Score -1.790684e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28972 members Mstep: Class 5 contains 35754 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2523 members Mstep: Class 14 contains 11396 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 70162 members Mstep: Class 19 contains 2307 members Entering Unmasked Estep ConsiderDeletion Score: -17906848.000000 Penalty: 29633.353516 Iteration 52Q: 11 clusters Score -1.790685e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28970 members Mstep: Class 5 contains 35758 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2505 members Mstep: Class 14 contains 11187 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 70390 members Mstep: Class 19 contains 2304 members Entering Unmasked Estep ConsiderDeletion Score: -17906858.000000 Penalty: 29633.353516 Iteration 53Q: 11 clusters Score -1.790686e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28970 members Mstep: Class 5 contains 35760 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2490 members Mstep: Class 14 contains 10990 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 70601 members Mstep: Class 19 contains 2303 members Entering Unmasked Estep ConsiderDeletion Score: -17906912.000000 Penalty: 29633.353516 Iteration 54Q: 11 clusters Score -1.790691e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28975 members Mstep: Class 5 contains 35763 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2471 members Mstep: Class 14 contains 10801 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 70804 members Mstep: Class 19 contains 2300 members Entering Unmasked Estep ConsiderDeletion Score: -17906944.000000 Penalty: 29633.353516 Iteration 55Q: 11 clusters Score -1.790694e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28981 members Mstep: Class 5 contains 35761 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2447 members Mstep: Class 14 contains 10647 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 70978 members Mstep: Class 19 contains 2300 members Entering Unmasked Estep ConsiderDeletion Score: -17906986.000000 Penalty: 29633.353516 Iteration 56Q: 11 clusters Score -1.790699e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28989 members Mstep: Class 5 contains 35760 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2425 members Mstep: Class 14 contains 10531 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 71109 members Mstep: Class 19 contains 2300 members Entering Unmasked Estep ConsiderDeletion Score: -17907046.000000 Penalty: 29633.353516 Iteration 57Q: 11 clusters Score -1.790705e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28997 members Mstep: Class 5 contains 35761 members Mstep: Class 7 contains 284 members Mstep: Class 11 contains 2406 members Mstep: Class 14 contains 10429 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 71222 members Mstep: Class 19 contains 2299 members Entering Unmasked Estep ConsiderDeletion Score: -17907040.000000 Penalty: 29633.353516 Iteration 58Q: 11 clusters Score -1.790704e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29000 members Mstep: Class 5 contains 35763 members Mstep: Class 7 contains 283 members Mstep: Class 11 contains 2389 members Mstep: Class 14 contains 10347 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 71319 members Mstep: Class 19 contains 2297 members Entering Unmasked Estep ConsiderDeletion Score: -17907008.000000 Penalty: 29633.353516 Iteration 59Q: 11 clusters Score -1.790701e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29005 members Mstep: Class 5 contains 35762 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2373 members Mstep: Class 14 contains 10286 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 489 members Mstep: Class 18 contains 71396 members Mstep: Class 19 contains 2294 members Entering Unmasked Estep ConsiderDeletion Score: -17907020.000000 Penalty: 29633.353516 Iteration 60F: 11 clusters Score -1.790702e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29006 members Mstep: Class 5 contains 35762 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2355 members Mstep: Class 14 contains 10225 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71478 members Mstep: Class 19 contains 2291 members Entering Unmasked Estep ConsiderDeletion Score: -17907054.000000 Penalty: 29633.353516 Iteration 61Q: 11 clusters Score -1.790705e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29008 members Mstep: Class 5 contains 35761 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2342 members Mstep: Class 14 contains 10172 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71550 members Mstep: Class 19 contains 2284 members Entering Unmasked Estep ConsiderDeletion Score: -17907050.000000 Penalty: 29633.353516 Iteration 62Q: 11 clusters Score -1.790705e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29006 members Mstep: Class 5 contains 35761 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2321 members Mstep: Class 14 contains 10111 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71637 members Mstep: Class 19 contains 2281 members Entering Unmasked Estep ConsiderDeletion Score: -17907048.000000 Penalty: 29633.353516 Iteration 63Q: 11 clusters Score -1.790705e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35762 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2311 members Mstep: Class 14 contains 10060 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71706 members Mstep: Class 19 contains 2279 members Entering Unmasked Estep ConsiderDeletion Score: -17907078.000000 Penalty: 29633.353516 Iteration 64Q: 11 clusters Score -1.790708e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28995 members Mstep: Class 5 contains 35764 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2305 members Mstep: Class 14 contains 10026 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71751 members Mstep: Class 19 contains 2276 members Entering Unmasked Estep ConsiderDeletion Score: -17907102.000000 Penalty: 29633.353516 Iteration 65Q: 11 clusters Score -1.79071e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28994 members Mstep: Class 5 contains 35764 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2295 members Mstep: Class 14 contains 9989 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71802 members Mstep: Class 19 contains 2273 members Entering Unmasked Estep ConsiderDeletion Score: -17907086.000000 Penalty: 29633.353516 Iteration 66Q: 11 clusters Score -1.790709e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28995 members Mstep: Class 5 contains 35764 members Mstep: Class 7 contains 282 members Mstep: Class 11 contains 2291 members Mstep: Class 14 contains 9953 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71842 members Mstep: Class 19 contains 2272 members Entering Unmasked Estep ConsiderDeletion Score: -17907102.000000 Penalty: 29633.353516 Iteration 67Q: 11 clusters Score -1.79071e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28995 members Mstep: Class 5 contains 35764 members Mstep: Class 7 contains 281 members Mstep: Class 11 contains 2285 members Mstep: Class 14 contains 9924 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71879 members Mstep: Class 19 contains 2271 members Entering Unmasked Estep ConsiderDeletion Score: -17907122.000000 Penalty: 29633.353516 Iteration 68Q: 11 clusters Score -1.790712e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28995 members Mstep: Class 5 contains 35764 members Mstep: Class 7 contains 280 members Mstep: Class 11 contains 2270 members Mstep: Class 14 contains 9906 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71914 members Mstep: Class 19 contains 2270 members Entering Unmasked Estep ConsiderDeletion Score: -17907100.000000 Penalty: 29633.353516 Iteration 69Q: 11 clusters Score -1.79071e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28995 members Mstep: Class 5 contains 35763 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2257 members Mstep: Class 14 contains 9881 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71953 members Mstep: Class 19 contains 2271 members Entering Unmasked Estep ConsiderDeletion Score: -17907114.000000 Penalty: 29633.353516 Iteration 70Q: 11 clusters Score -1.790711e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28993 members Mstep: Class 5 contains 35764 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2240 members Mstep: Class 14 contains 9861 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 71989 members Mstep: Class 19 contains 2273 members Entering Unmasked Estep ConsiderDeletion Score: -17907082.000000 Penalty: 29633.353516 Iteration 71Q: 11 clusters Score -1.790708e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28995 members Mstep: Class 5 contains 35764 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2227 members Mstep: Class 14 contains 9838 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72025 members Mstep: Class 19 contains 2271 members Entering Unmasked Estep ConsiderDeletion Score: -17907100.000000 Penalty: 29633.353516 Iteration 72Q: 11 clusters Score -1.79071e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28995 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2207 members Mstep: Class 14 contains 9821 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72063 members Mstep: Class 19 contains 2269 members Entering Unmasked Estep ConsiderDeletion Score: -17907118.000000 Penalty: 29633.353516 Iteration 73Q: 11 clusters Score -1.790712e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28995 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2189 members Mstep: Class 14 contains 9813 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72089 members Mstep: Class 19 contains 2269 members Entering Unmasked Estep ConsiderDeletion Score: -17907142.000000 Penalty: 29633.353516 Iteration 74Q: 11 clusters Score -1.790714e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28995 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2176 members Mstep: Class 14 contains 9804 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72111 members Mstep: Class 19 contains 2269 members Entering Unmasked Estep ConsiderDeletion Score: -17907130.000000 Penalty: 29633.353516 Iteration 75Q: 11 clusters Score -1.790713e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28997 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2169 members Mstep: Class 14 contains 9795 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72126 members Mstep: Class 19 contains 2268 members Entering Unmasked Estep ConsiderDeletion Score: -17907122.000000 Penalty: 29633.353516 Iteration 76Q: 11 clusters Score -1.790712e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2158 members Mstep: Class 14 contains 9786 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72147 members Mstep: Class 19 contains 2265 members Entering Unmasked Estep ConsiderDeletion Score: -17907130.000000 Penalty: 29633.353516 Iteration 77Q: 11 clusters Score -1.790713e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29000 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2151 members Mstep: Class 14 contains 9763 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72179 members Mstep: Class 19 contains 2262 members Entering Unmasked Estep ConsiderDeletion Score: -17907130.000000 Penalty: 29633.353516 Iteration 78Q: 11 clusters Score -1.790713e+07 nChanged 36 Entering ConstructFrom: Score: -17907130.000000 Penalty: 29633.353516 Entering ConstructFrom: Trying to split cluster 1 (1412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Entering Unmasked Estep Score: -142599.203125 Penalty: 1798.685059 Iteration 0F: 2 clusters Score -142599.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -140411.625000 Penalty: 3597.370117 Iteration 0F: 3 clusters Score -140411.6 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -140952.125000 Penalty: 3597.370117 Iteration 1F: 3 clusters Score -140952.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -141283.812500 Penalty: 3597.370117 Iteration 2F: 3 clusters Score -141283.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -141637.671875 Penalty: 3597.370117 Iteration 3F: 3 clusters Score -141637.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -141898.062500 Penalty: 3597.370117 Iteration 4F: 3 clusters Score -141898.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -142029.187500 Penalty: 3597.370117 Iteration 5Q: 3 clusters Score -142029.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -142090.140625 Penalty: 3597.370117 Iteration 6Q: 3 clusters Score -142090.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -142120.671875 Penalty: 3597.370117 Iteration 7Q: 3 clusters Score -142120.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -142145.234375 Penalty: 3597.370117 Iteration 8Q: 3 clusters Score -142145.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -142153.390625 Penalty: 3597.370117 Iteration 9Q: 3 clusters Score -142153.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -142156.625000 Penalty: 3597.370117 Iteration 10Q: 3 clusters Score -142156.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -142158.062500 Penalty: 3597.370117 Iteration 11Q: 3 clusters Score -142158.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -142166.281250 Penalty: 3597.370117 Iteration 12Q: 3 clusters Score -142166.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -142180.843750 Penalty: 3597.370117 Iteration 13Q: 3 clusters Score -142180.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -142193.750000 Penalty: 3597.370117 Iteration 14Q: 3 clusters Score -142193.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -142199.515625 Penalty: 3597.370117 Iteration 15Q: 3 clusters Score -142199.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -142202.968750 Penalty: 3597.370117 Iteration 16Q: 3 clusters Score -142203 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -142208.906250 Penalty: 3597.370117 Iteration 17Q: 3 clusters Score -142208.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -142214.546875 Penalty: 3597.370117 Iteration 18Q: 3 clusters Score -142214.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -142221.546875 Penalty: 3597.370117 Iteration 19Q: 3 clusters Score -142221.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -142228.890625 Penalty: 3597.370117 Iteration 20F: 3 clusters Score -142228.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -142233.781250 Penalty: 3597.370117 Iteration 21Q: 3 clusters Score -142233.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -142235.625000 Penalty: 3597.370117 Iteration 22Q: 3 clusters Score -142235.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -142239.859375 Penalty: 3597.370117 Iteration 23Q: 3 clusters Score -142239.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -142243.656250 Penalty: 3597.370117 Iteration 24Q: 3 clusters Score -142243.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -142248.156250 Penalty: 3597.370117 Iteration 25Q: 3 clusters Score -142248.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -142250.765625 Penalty: 3597.370117 Iteration 26Q: 3 clusters Score -142250.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -142255.546875 Penalty: 3597.370117 Iteration 27Q: 3 clusters Score -142255.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -142256.218750 Penalty: 3597.370117 Iteration 28Q: 3 clusters Score -142256.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -142256.218750 Penalty: 3597.370117 Iteration 29F: 3 clusters Score -142256.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (29000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29000 members Entering Unmasked Estep Score: -3314581.500000 Penalty: 2548.212646 Iteration 0F: 2 clusters Score -3314582 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14476 members Mstep: Class 2 contains 14524 members Entering Unmasked Estep Score: -3294620.000000 Penalty: 5096.425293 Iteration 0F: 3 clusters Score -3294620 nChanged 13108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14374 members Mstep: Class 2 contains 14626 members Entering Unmasked Estep Score: -3301806.250000 Penalty: 5096.425293 Iteration 1F: 3 clusters Score -3301806 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14288 members Mstep: Class 2 contains 14712 members Entering Unmasked Estep Score: -3302234.000000 Penalty: 5096.425293 Iteration 2Q: 3 clusters Score -3302234 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14074 members Mstep: Class 2 contains 14926 members Entering Unmasked Estep Score: -3302631.000000 Penalty: 5096.425293 Iteration 3Q: 3 clusters Score -3302631 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13680 members Mstep: Class 2 contains 15320 members Entering Unmasked Estep Score: -3303075.500000 Penalty: 5096.425293 Iteration 4Q: 3 clusters Score -3303076 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 15843 members Entering Unmasked Estep Score: -3303621.750000 Penalty: 5096.425293 Iteration 5Q: 3 clusters Score -3303622 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 16535 members Entering Unmasked Estep Score: -3304321.250000 Penalty: 5096.425293 Iteration 6Q: 3 clusters Score -3304321 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 17441 members Entering Unmasked Estep Score: -3305181.250000 Penalty: 5096.425293 Iteration 7F: 3 clusters Score -3305181 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10505 members Mstep: Class 2 contains 18495 members Entering Unmasked Estep Score: -3306194.250000 Penalty: 5096.425293 Iteration 8F: 3 clusters Score -3306194 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 19682 members Entering Unmasked Estep Score: -3307268.750000 Penalty: 5096.425293 Iteration 9F: 3 clusters Score -3307269 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 20857 members Entering Unmasked Estep Score: -3308242.250000 Penalty: 5096.425293 Iteration 10F: 3 clusters Score -3308242 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 22034 members Entering Unmasked Estep Score: -3309060.250000 Penalty: 5096.425293 Iteration 11Q: 3 clusters Score -3309060 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 23127 members Entering Unmasked Estep Score: -3309746.250000 Penalty: 5096.425293 Iteration 12Q: 3 clusters Score -3309746 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 24057 members Entering Unmasked Estep Score: -3310355.500000 Penalty: 5096.425293 Iteration 13Q: 3 clusters Score -3310356 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 24896 members Entering Unmasked Estep Score: -3310857.500000 Penalty: 5096.425293 Iteration 14Q: 3 clusters Score -3310858 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 25593 members Entering Unmasked Estep Score: -3311300.750000 Penalty: 5096.425293 Iteration 15Q: 3 clusters Score -3311301 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 26170 members Entering Unmasked Estep Score: -3311656.500000 Penalty: 5096.425293 Iteration 16Q: 3 clusters Score -3311656 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 26616 members Entering Unmasked Estep Score: -3311942.250000 Penalty: 5096.425293 Iteration 17Q: 3 clusters Score -3311942 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 26968 members Entering Unmasked Estep Score: -3312174.750000 Penalty: 5096.425293 Iteration 18Q: 3 clusters Score -3312175 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 27246 members Entering Unmasked Estep Score: -3312337.250000 Penalty: 5096.425293 Iteration 19Q: 3 clusters Score -3312337 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 27426 members Entering Unmasked Estep Score: -3312431.000000 Penalty: 5096.425293 Iteration 20F: 3 clusters Score -3312431 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 27536 members Entering Unmasked Estep Score: -3312503.000000 Penalty: 5096.425293 Iteration 21Q: 3 clusters Score -3312503 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 27619 members Entering Unmasked Estep Score: -3312551.000000 Penalty: 5096.425293 Iteration 22Q: 3 clusters Score -3312551 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 27686 members Entering Unmasked Estep Score: -3312593.250000 Penalty: 5096.425293 Iteration 23Q: 3 clusters Score -3312593 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 27750 members Entering Unmasked Estep Score: -3312628.500000 Penalty: 5096.425293 Iteration 24Q: 3 clusters Score -3312628 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 27799 members Entering Unmasked Estep Score: -3312650.500000 Penalty: 5096.425293 Iteration 25Q: 3 clusters Score -3312650 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 27839 members Entering Unmasked Estep Score: -3312677.750000 Penalty: 5096.425293 Iteration 26Q: 3 clusters Score -3312678 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 27867 members Entering Unmasked Estep Score: -3312697.500000 Penalty: 5096.425293 Iteration 27Q: 3 clusters Score -3312698 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 27885 members Entering Unmasked Estep Score: -3312708.750000 Penalty: 5096.425293 Iteration 28Q: 3 clusters Score -3312709 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 27899 members Entering Unmasked Estep Score: -3312717.750000 Penalty: 5096.425293 Iteration 29Q: 3 clusters Score -3312718 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 27910 members Entering Unmasked Estep Score: -3312719.750000 Penalty: 5096.425293 Iteration 30Q: 3 clusters Score -3312720 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 27915 members Entering Unmasked Estep Score: -3312718.500000 Penalty: 5096.425293 Iteration 31Q: 3 clusters Score -3312718 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 27923 members Entering Unmasked Estep Score: -3312721.750000 Penalty: 5096.425293 Iteration 32Q: 3 clusters Score -3312722 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 27929 members Entering Unmasked Estep Score: -3312730.250000 Penalty: 5096.425293 Iteration 33Q: 3 clusters Score -3312730 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 27935 members Entering Unmasked Estep Score: -3312725.750000 Penalty: 5096.425293 Iteration 34Q: 3 clusters Score -3312726 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 27945 members Entering Unmasked Estep Score: -3312732.250000 Penalty: 5096.425293 Iteration 35Q: 3 clusters Score -3312732 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 27950 members Entering Unmasked Estep Score: -3312729.250000 Penalty: 5096.425293 Iteration 36Q: 3 clusters Score -3312729 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 27951 members Entering Unmasked Estep Score: -3312733.750000 Penalty: 5096.425293 Iteration 37Q: 3 clusters Score -3312734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 27952 members Entering Unmasked Estep Score: -3312735.750000 Penalty: 5096.425293 Iteration 38Q: 3 clusters Score -3312736 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 27952 members Entering Unmasked Estep Score: -3312735.750000 Penalty: 5096.425293 Iteration 39F: 3 clusters Score -3312736 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (35765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35765 members Entering Unmasked Estep Score: -4557007.500000 Penalty: 2600.211914 Iteration 0F: 2 clusters Score -4557008 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17984 members Mstep: Class 2 contains 17781 members Entering Unmasked Estep Score: -4532746.000000 Penalty: 5200.423828 Iteration 0F: 3 clusters Score -4532746 nChanged 16277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 17236 members Entering Unmasked Estep Score: -4541915.000000 Penalty: 5200.423828 Iteration 1F: 3 clusters Score -4541915 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18788 members Mstep: Class 2 contains 16977 members Entering Unmasked Estep Score: -4542491.000000 Penalty: 5200.423828 Iteration 2Q: 3 clusters Score -4542491 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19057 members Mstep: Class 2 contains 16708 members Entering Unmasked Estep Score: -4542995.000000 Penalty: 5200.423828 Iteration 3Q: 3 clusters Score -4542995 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19343 members Mstep: Class 2 contains 16422 members Entering Unmasked Estep Score: -4543552.500000 Penalty: 5200.423828 Iteration 4Q: 3 clusters Score -4543552 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19625 members Mstep: Class 2 contains 16140 members Entering Unmasked Estep Score: -4544220.000000 Penalty: 5200.423828 Iteration 5Q: 3 clusters Score -4544220 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20003 members Mstep: Class 2 contains 15762 members Entering Unmasked Estep Score: -4544972.000000 Penalty: 5200.423828 Iteration 6Q: 3 clusters Score -4544972 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20443 members Mstep: Class 2 contains 15322 members Entering Unmasked Estep Score: -4545916.500000 Penalty: 5200.423828 Iteration 7Q: 3 clusters Score -4545916 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20897 members Mstep: Class 2 contains 14868 members Entering Unmasked Estep Score: -4546806.500000 Penalty: 5200.423828 Iteration 8Q: 3 clusters Score -4546806 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21480 members Mstep: Class 2 contains 14285 members Entering Unmasked Estep Score: -4547706.000000 Penalty: 5200.423828 Iteration 9Q: 3 clusters Score -4547706 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22137 members Mstep: Class 2 contains 13628 members Entering Unmasked Estep Score: -4548464.000000 Penalty: 5200.423828 Iteration 10Q: 3 clusters Score -4548464 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22952 members Mstep: Class 2 contains 12813 members Entering Unmasked Estep Score: -4549217.500000 Penalty: 5200.423828 Iteration 11Q: 3 clusters Score -4549218 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23888 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -4549866.000000 Penalty: 5200.423828 Iteration 12Q: 3 clusters Score -4549866 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24816 members Mstep: Class 2 contains 10949 members Entering Unmasked Estep Score: -4550444.500000 Penalty: 5200.423828 Iteration 13Q: 3 clusters Score -4550444 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25795 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -4550970.500000 Penalty: 5200.423828 Iteration 14Q: 3 clusters Score -4550970 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26805 members Mstep: Class 2 contains 8960 members Entering Unmasked Estep Score: -4551486.000000 Penalty: 5200.423828 Iteration 15Q: 3 clusters Score -4551486 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27750 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -4551922.000000 Penalty: 5200.423828 Iteration 16Q: 3 clusters Score -4551922 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28686 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -4552346.500000 Penalty: 5200.423828 Iteration 17Q: 3 clusters Score -4552346 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29604 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -4552764.000000 Penalty: 5200.423828 Iteration 18Q: 3 clusters Score -4552764 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30428 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -4553124.500000 Penalty: 5200.423828 Iteration 19Q: 3 clusters Score -4553124 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31146 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -4553448.500000 Penalty: 5200.423828 Iteration 20F: 3 clusters Score -4553448 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31770 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -4553726.500000 Penalty: 5200.423828 Iteration 21Q: 3 clusters Score -4553726 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32282 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -4553921.000000 Penalty: 5200.423828 Iteration 22Q: 3 clusters Score -4553921 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32722 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -4554111.500000 Penalty: 5200.423828 Iteration 23Q: 3 clusters Score -4554112 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33089 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -4554262.000000 Penalty: 5200.423828 Iteration 24Q: 3 clusters Score -4554262 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33361 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -4554387.500000 Penalty: 5200.423828 Iteration 25Q: 3 clusters Score -4554388 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33575 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -4554483.500000 Penalty: 5200.423828 Iteration 26Q: 3 clusters Score -4554484 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33734 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -4554547.500000 Penalty: 5200.423828 Iteration 27Q: 3 clusters Score -4554548 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33868 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -4554609.000000 Penalty: 5200.423828 Iteration 28Q: 3 clusters Score -4554609 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33974 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -4554658.500000 Penalty: 5200.423828 Iteration 29Q: 3 clusters Score -4554658 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34065 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -4554691.500000 Penalty: 5200.423828 Iteration 30Q: 3 clusters Score -4554692 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34130 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -4554705.000000 Penalty: 5200.423828 Iteration 31Q: 3 clusters Score -4554705 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34177 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -4554716.500000 Penalty: 5200.423828 Iteration 32Q: 3 clusters Score -4554716 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34218 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -4554736.500000 Penalty: 5200.423828 Iteration 33Q: 3 clusters Score -4554736 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34257 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -4554751.500000 Penalty: 5200.423828 Iteration 34Q: 3 clusters Score -4554752 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34282 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -4554761.000000 Penalty: 5200.423828 Iteration 35Q: 3 clusters Score -4554761 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34296 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -4554772.000000 Penalty: 5200.423828 Iteration 36Q: 3 clusters Score -4554772 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34319 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -4554787.000000 Penalty: 5200.423828 Iteration 37Q: 3 clusters Score -4554787 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34345 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -4554797.000000 Penalty: 5200.423828 Iteration 38Q: 3 clusters Score -4554797 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34367 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -4554804.000000 Penalty: 5200.423828 Iteration 39Q: 3 clusters Score -4554804 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34384 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -4554809.500000 Penalty: 5200.423828 Iteration 40F: 3 clusters Score -4554810 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34401 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -4554805.000000 Penalty: 5200.423828 Iteration 41Q: 3 clusters Score -4554805 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34419 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -4554812.500000 Penalty: 5200.423828 Iteration 42Q: 3 clusters Score -4554812 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34433 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -4554824.000000 Penalty: 5200.423828 Iteration 43Q: 3 clusters Score -4554824 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34454 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -4554833.000000 Penalty: 5200.423828 Iteration 44Q: 3 clusters Score -4554833 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34473 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -4554845.000000 Penalty: 5200.423828 Iteration 45Q: 3 clusters Score -4554845 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34491 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -4554852.000000 Penalty: 5200.423828 Iteration 46Q: 3 clusters Score -4554852 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34510 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -4554863.000000 Penalty: 5200.423828 Iteration 47Q: 3 clusters Score -4554863 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34524 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -4554864.500000 Penalty: 5200.423828 Iteration 48Q: 3 clusters Score -4554864 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34531 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -4554877.500000 Penalty: 5200.423828 Iteration 49Q: 3 clusters Score -4554878 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34539 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -4554883.000000 Penalty: 5200.423828 Iteration 50Q: 3 clusters Score -4554883 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34556 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -4554893.500000 Penalty: 5200.423828 Iteration 51Q: 3 clusters Score -4554894 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34573 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -4554898.000000 Penalty: 5200.423828 Iteration 52Q: 3 clusters Score -4554898 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34587 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -4554898.500000 Penalty: 5200.423828 Iteration 53Q: 3 clusters Score -4554898 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34597 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -4554909.000000 Penalty: 5200.423828 Iteration 54Q: 3 clusters Score -4554909 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34604 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -4554912.500000 Penalty: 5200.423828 Iteration 55Q: 3 clusters Score -4554912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34609 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -4554913.500000 Penalty: 5200.423828 Iteration 56Q: 3 clusters Score -4554914 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34615 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -4554920.500000 Penalty: 5200.423828 Iteration 57Q: 3 clusters Score -4554920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34621 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -4554925.500000 Penalty: 5200.423828 Iteration 58Q: 3 clusters Score -4554926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34623 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -4554922.000000 Penalty: 5200.423828 Iteration 59Q: 3 clusters Score -4554922 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34628 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -4554926.500000 Penalty: 5200.423828 Iteration 60F: 3 clusters Score -4554926 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34634 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -4554929.500000 Penalty: 5200.423828 Iteration 61Q: 3 clusters Score -4554930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34636 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -4554932.000000 Penalty: 5200.423828 Iteration 62Q: 3 clusters Score -4554932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34642 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -4554932.000000 Penalty: 5200.423828 Iteration 63Q: 3 clusters Score -4554932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34646 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -4554933.000000 Penalty: 5200.423828 Iteration 64Q: 3 clusters Score -4554933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34647 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -4554931.500000 Penalty: 5200.423828 Iteration 65Q: 3 clusters Score -4554932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34649 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -4554934.000000 Penalty: 5200.423828 Iteration 66Q: 3 clusters Score -4554934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34651 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -4554934.500000 Penalty: 5200.423828 Iteration 67Q: 3 clusters Score -4554934 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34653 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -4554935.500000 Penalty: 5200.423828 Iteration 68Q: 3 clusters Score -4554936 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34656 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -4554941.500000 Penalty: 5200.423828 Iteration 69Q: 3 clusters Score -4554942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34657 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -4554938.500000 Penalty: 5200.423828 Iteration 70Q: 3 clusters Score -4554938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34658 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -4554942.500000 Penalty: 5200.423828 Iteration 71Q: 3 clusters Score -4554942 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34660 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -4554939.500000 Penalty: 5200.423828 Iteration 72Q: 3 clusters Score -4554940 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34659 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -4554939.000000 Penalty: 5200.423828 Iteration 73Q: 3 clusters Score -4554939 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34659 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -4554939.000000 Penalty: 5200.423828 Iteration 74F: 3 clusters Score -4554939 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (279 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Entering Unmasked Estep Score: -27640.912109 Penalty: 1396.540527 Iteration 0F: 2 clusters Score -27640.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -26488.800781 Penalty: 2793.081055 Iteration 0F: 3 clusters Score -26488.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -26647.640625 Penalty: 2793.081055 Iteration 1F: 3 clusters Score -26647.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -26692.376953 Penalty: 2793.081055 Iteration 2Q: 3 clusters Score -26692.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -26731.939453 Penalty: 2793.081055 Iteration 3Q: 3 clusters Score -26731.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -26760.330078 Penalty: 2793.081055 Iteration 4Q: 3 clusters Score -26760.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -26789.148438 Penalty: 2793.081055 Iteration 5Q: 3 clusters Score -26789.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -26801.177734 Penalty: 2793.081055 Iteration 6Q: 3 clusters Score -26801.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -26829.080078 Penalty: 2793.081055 Iteration 7Q: 3 clusters Score -26829.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -26841.847656 Penalty: 2793.081055 Iteration 8Q: 3 clusters Score -26841.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -26846.667969 Penalty: 2793.081055 Iteration 9Q: 3 clusters Score -26846.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -26853.394531 Penalty: 2793.081055 Iteration 10Q: 3 clusters Score -26853.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -26862.132812 Penalty: 2793.081055 Iteration 11Q: 3 clusters Score -26862.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -26865.320312 Penalty: 2793.081055 Iteration 12Q: 3 clusters Score -26865.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -26873.898438 Penalty: 2793.081055 Iteration 13Q: 3 clusters Score -26873.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -26875.794922 Penalty: 2793.081055 Iteration 14Q: 3 clusters Score -26875.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -26884.070312 Penalty: 2793.081055 Iteration 15Q: 3 clusters Score -26884.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -26888.714844 Penalty: 2793.081055 Iteration 16Q: 3 clusters Score -26888.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -26895.091797 Penalty: 2793.081055 Iteration 17Q: 3 clusters Score -26895.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -26897.169922 Penalty: 2793.081055 Iteration 18Q: 3 clusters Score -26897.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -26897.169922 Penalty: 2793.081055 Iteration 19F: 3 clusters Score -26897.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Entering Unmasked Estep Score: -229747.921875 Penalty: 1902.843994 Iteration 0F: 2 clusters Score -229747.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -227031.984375 Penalty: 3805.687988 Iteration 0F: 3 clusters Score -227032 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -227527.562500 Penalty: 3805.687988 Iteration 1F: 3 clusters Score -227527.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -227669.250000 Penalty: 3805.687988 Iteration 2F: 3 clusters Score -227669.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -227750.156250 Penalty: 3805.687988 Iteration 3Q: 3 clusters Score -227750.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -227793.421875 Penalty: 3805.687988 Iteration 4Q: 3 clusters Score -227793.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -227825.343750 Penalty: 3805.687988 Iteration 5Q: 3 clusters Score -227825.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -227860.921875 Penalty: 3805.687988 Iteration 6Q: 3 clusters Score -227860.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -227890.640625 Penalty: 3805.687988 Iteration 7Q: 3 clusters Score -227890.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -227914.687500 Penalty: 3805.687988 Iteration 8Q: 3 clusters Score -227914.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -227927.000000 Penalty: 3805.687988 Iteration 9Q: 3 clusters Score -227927 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -227934.296875 Penalty: 3805.687988 Iteration 10Q: 3 clusters Score -227934.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -227943.156250 Penalty: 3805.687988 Iteration 11Q: 3 clusters Score -227943.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -227949.171875 Penalty: 3805.687988 Iteration 12Q: 3 clusters Score -227949.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -227955.937500 Penalty: 3805.687988 Iteration 13Q: 3 clusters Score -227955.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -227961.531250 Penalty: 3805.687988 Iteration 14Q: 3 clusters Score -227961.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -227967.687500 Penalty: 3805.687988 Iteration 15Q: 3 clusters Score -227967.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -227976.828125 Penalty: 3805.687988 Iteration 16Q: 3 clusters Score -227976.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -227982.703125 Penalty: 3805.687988 Iteration 17Q: 3 clusters Score -227982.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -227986.046875 Penalty: 3805.687988 Iteration 18Q: 3 clusters Score -227986 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -227990.156250 Penalty: 3805.687988 Iteration 19Q: 3 clusters Score -227990.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -227992.375000 Penalty: 3805.687988 Iteration 20F: 3 clusters Score -227992.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -227994.390625 Penalty: 3805.687988 Iteration 21Q: 3 clusters Score -227994.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -227996.828125 Penalty: 3805.687988 Iteration 22Q: 3 clusters Score -227996.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -227999.062500 Penalty: 3805.687988 Iteration 23Q: 3 clusters Score -227999.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -228000.343750 Penalty: 3805.687988 Iteration 24Q: 3 clusters Score -228000.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -228000.984375 Penalty: 3805.687988 Iteration 25Q: 3 clusters Score -228001 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -228002.281250 Penalty: 3805.687988 Iteration 26Q: 3 clusters Score -228002.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -228003.796875 Penalty: 3805.687988 Iteration 27Q: 3 clusters Score -228003.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -228005.609375 Penalty: 3805.687988 Iteration 28Q: 3 clusters Score -228005.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -228007.203125 Penalty: 3805.687988 Iteration 29Q: 3 clusters Score -228007.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -228009.421875 Penalty: 3805.687988 Iteration 30Q: 3 clusters Score -228009.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -228012.640625 Penalty: 3805.687988 Iteration 31Q: 3 clusters Score -228012.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -228014.765625 Penalty: 3805.687988 Iteration 32Q: 3 clusters Score -228014.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -228016.906250 Penalty: 3805.687988 Iteration 33Q: 3 clusters Score -228016.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -228017.921875 Penalty: 3805.687988 Iteration 34Q: 3 clusters Score -228017.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -228017.984375 Penalty: 3805.687988 Iteration 35Q: 3 clusters Score -228018 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -228017.984375 Penalty: 3805.687988 Iteration 36F: 3 clusters Score -228018 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Entering Unmasked Estep Score: -1106987.625000 Penalty: 2277.656494 Iteration 0F: 2 clusters Score -1106988 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 4884 members Entering Unmasked Estep Score: -1099427.625000 Penalty: 4555.312988 Iteration 0F: 3 clusters Score -1099428 nChanged 4009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4778 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1101573.625000 Penalty: 4555.312988 Iteration 1F: 3 clusters Score -1101574 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -1101911.875000 Penalty: 4555.312988 Iteration 2F: 3 clusters Score -1101912 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -1102137.500000 Penalty: 4555.312988 Iteration 3F: 3 clusters Score -1102138 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1102342.125000 Penalty: 4555.312988 Iteration 4Q: 3 clusters Score -1102342 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -1102493.125000 Penalty: 4555.312988 Iteration 5Q: 3 clusters Score -1102493 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1102646.500000 Penalty: 4555.312988 Iteration 6Q: 3 clusters Score -1102646 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1102797.375000 Penalty: 4555.312988 Iteration 7Q: 3 clusters Score -1102797 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -1102946.125000 Penalty: 4555.312988 Iteration 8Q: 3 clusters Score -1102946 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1103086.625000 Penalty: 4555.312988 Iteration 9Q: 3 clusters Score -1103087 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 5745 members Entering Unmasked Estep Score: -1103217.375000 Penalty: 4555.312988 Iteration 10Q: 3 clusters Score -1103217 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -1103343.000000 Penalty: 4555.312988 Iteration 11Q: 3 clusters Score -1103343 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -1103440.250000 Penalty: 4555.312988 Iteration 12Q: 3 clusters Score -1103440 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1103526.250000 Penalty: 4555.312988 Iteration 13Q: 3 clusters Score -1103526 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -1103608.875000 Penalty: 4555.312988 Iteration 14Q: 3 clusters Score -1103609 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -1103689.375000 Penalty: 4555.312988 Iteration 15Q: 3 clusters Score -1103689 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -1103752.750000 Penalty: 4555.312988 Iteration 16Q: 3 clusters Score -1103753 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 6628 members Entering Unmasked Estep Score: -1103811.500000 Penalty: 4555.312988 Iteration 17Q: 3 clusters Score -1103812 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -1103867.250000 Penalty: 4555.312988 Iteration 18Q: 3 clusters Score -1103867 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 6852 members Entering Unmasked Estep Score: -1103927.750000 Penalty: 4555.312988 Iteration 19Q: 3 clusters Score -1103928 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 6972 members Entering Unmasked Estep Score: -1103987.000000 Penalty: 4555.312988 Iteration 20F: 3 clusters Score -1103987 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -1104043.625000 Penalty: 4555.312988 Iteration 21Q: 3 clusters Score -1104044 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -1104091.500000 Penalty: 4555.312988 Iteration 22Q: 3 clusters Score -1104092 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -1104147.500000 Penalty: 4555.312988 Iteration 23Q: 3 clusters Score -1104148 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -1104192.125000 Penalty: 4555.312988 Iteration 24Q: 3 clusters Score -1104192 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -1104232.750000 Penalty: 4555.312988 Iteration 25Q: 3 clusters Score -1104233 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -1104264.000000 Penalty: 4555.312988 Iteration 26Q: 3 clusters Score -1104264 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -1104290.250000 Penalty: 4555.312988 Iteration 27Q: 3 clusters Score -1104290 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 7668 members Entering Unmasked Estep Score: -1104313.250000 Penalty: 4555.312988 Iteration 28Q: 3 clusters Score -1104313 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -1104340.500000 Penalty: 4555.312988 Iteration 29Q: 3 clusters Score -1104340 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -1104362.375000 Penalty: 4555.312988 Iteration 30Q: 3 clusters Score -1104362 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -1104388.625000 Penalty: 4555.312988 Iteration 31Q: 3 clusters Score -1104389 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -1104408.750000 Penalty: 4555.312988 Iteration 32Q: 3 clusters Score -1104409 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -1104436.875000 Penalty: 4555.312988 Iteration 33Q: 3 clusters Score -1104437 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -1104463.500000 Penalty: 4555.312988 Iteration 34Q: 3 clusters Score -1104464 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -1104486.500000 Penalty: 4555.312988 Iteration 35Q: 3 clusters Score -1104486 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -1104501.625000 Penalty: 4555.312988 Iteration 36Q: 3 clusters Score -1104502 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -1104520.625000 Penalty: 4555.312988 Iteration 37Q: 3 clusters Score -1104521 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -1104540.250000 Penalty: 4555.312988 Iteration 38Q: 3 clusters Score -1104540 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 8297 members Entering Unmasked Estep Score: -1104562.250000 Penalty: 4555.312988 Iteration 39Q: 3 clusters Score -1104562 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 8348 members Entering Unmasked Estep Score: -1104589.125000 Penalty: 4555.312988 Iteration 40F: 3 clusters Score -1104589 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -1104611.875000 Penalty: 4555.312988 Iteration 41Q: 3 clusters Score -1104612 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -1104632.875000 Penalty: 4555.312988 Iteration 42Q: 3 clusters Score -1104633 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -1104654.500000 Penalty: 4555.312988 Iteration 43Q: 3 clusters Score -1104654 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 8543 members Entering Unmasked Estep Score: -1104675.125000 Penalty: 4555.312988 Iteration 44Q: 3 clusters Score -1104675 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -1104691.750000 Penalty: 4555.312988 Iteration 45Q: 3 clusters Score -1104692 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 8619 members Entering Unmasked Estep Score: -1104707.250000 Penalty: 4555.312988 Iteration 46Q: 3 clusters Score -1104707 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 8660 members Entering Unmasked Estep Score: -1104727.000000 Penalty: 4555.312988 Iteration 47Q: 3 clusters Score -1104727 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 8696 members Entering Unmasked Estep Score: -1104743.500000 Penalty: 4555.312988 Iteration 48Q: 3 clusters Score -1104744 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -1104754.000000 Penalty: 4555.312988 Iteration 49Q: 3 clusters Score -1104754 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1104764.125000 Penalty: 4555.312988 Iteration 50Q: 3 clusters Score -1104764 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 8771 members Entering Unmasked Estep Score: -1104777.000000 Penalty: 4555.312988 Iteration 51Q: 3 clusters Score -1104777 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -1104788.000000 Penalty: 4555.312988 Iteration 52Q: 3 clusters Score -1104788 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 8819 members Entering Unmasked Estep Score: -1104799.125000 Penalty: 4555.312988 Iteration 53Q: 3 clusters Score -1104799 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -1104813.125000 Penalty: 4555.312988 Iteration 54Q: 3 clusters Score -1104813 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 8869 members Entering Unmasked Estep Score: -1104830.125000 Penalty: 4555.312988 Iteration 55Q: 3 clusters Score -1104830 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 8886 members Entering Unmasked Estep Score: -1104837.875000 Penalty: 4555.312988 Iteration 56Q: 3 clusters Score -1104838 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 8904 members Entering Unmasked Estep Score: -1104846.375000 Penalty: 4555.312988 Iteration 57Q: 3 clusters Score -1104846 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -1104862.625000 Penalty: 4555.312988 Iteration 58Q: 3 clusters Score -1104863 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1104877.750000 Penalty: 4555.312988 Iteration 59Q: 3 clusters Score -1104878 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -1104885.875000 Penalty: 4555.312988 Iteration 60F: 3 clusters Score -1104886 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 8985 members Entering Unmasked Estep Score: -1104898.500000 Penalty: 4555.312988 Iteration 61Q: 3 clusters Score -1104898 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -1104905.125000 Penalty: 4555.312988 Iteration 62Q: 3 clusters Score -1104905 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 9005 members Entering Unmasked Estep Score: -1104909.750000 Penalty: 4555.312988 Iteration 63Q: 3 clusters Score -1104910 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 9009 members Entering Unmasked Estep Score: -1104909.625000 Penalty: 4555.312988 Iteration 64Q: 3 clusters Score -1104910 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -1104909.125000 Penalty: 4555.312988 Iteration 65Q: 3 clusters Score -1104909 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -1104909.125000 Penalty: 4555.312988 Iteration 66F: 3 clusters Score -1104909 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Entering Unmasked Estep Score: -134685.625000 Penalty: 1782.726318 Iteration 0F: 2 clusters Score -134685.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -132552.281250 Penalty: 3565.452637 Iteration 0F: 3 clusters Score -132552.3 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -133004.578125 Penalty: 3565.452637 Iteration 1F: 3 clusters Score -133004.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -133196.453125 Penalty: 3565.452637 Iteration 2F: 3 clusters Score -133196.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -133348.312500 Penalty: 3565.452637 Iteration 3F: 3 clusters Score -133348.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -133487.140625 Penalty: 3565.452637 Iteration 4Q: 3 clusters Score -133487.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -133648.218750 Penalty: 3565.452637 Iteration 5Q: 3 clusters Score -133648.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -133857.671875 Penalty: 3565.452637 Iteration 6F: 3 clusters Score -133857.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -134037.765625 Penalty: 3565.452637 Iteration 7Q: 3 clusters Score -134037.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -134147.515625 Penalty: 3565.452637 Iteration 8Q: 3 clusters Score -134147.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -134203.625000 Penalty: 3565.452637 Iteration 9Q: 3 clusters Score -134203.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -134247.203125 Penalty: 3565.452637 Iteration 10Q: 3 clusters Score -134247.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -134270.671875 Penalty: 3565.452637 Iteration 11Q: 3 clusters Score -134270.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -134302.625000 Penalty: 3565.452637 Iteration 12Q: 3 clusters Score -134302.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -134333.875000 Penalty: 3565.452637 Iteration 13Q: 3 clusters Score -134333.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -134346.109375 Penalty: 3565.452637 Iteration 14Q: 3 clusters Score -134346.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -134355.203125 Penalty: 3565.452637 Iteration 15Q: 3 clusters Score -134355.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -134358.328125 Penalty: 3565.452637 Iteration 16Q: 3 clusters Score -134358.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -134362.140625 Penalty: 3565.452637 Iteration 17Q: 3 clusters Score -134362.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -134366.765625 Penalty: 3565.452637 Iteration 18Q: 3 clusters Score -134366.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -134368.234375 Penalty: 3565.452637 Iteration 19Q: 3 clusters Score -134368.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -134368.234375 Penalty: 3565.452637 Iteration 20F: 3 clusters Score -134368.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -49697.375000 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -49697.38 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 245 members Entering Unmasked Estep Score: -48332.597656 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -48332.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -48570.664062 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -48570.66 nChanged 45 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: -48712.371094 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -48712.37 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -48910.875000 Penalty: 3070.396484 Iteration 3F: 3 clusters Score -48910.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -49053.718750 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -49053.72 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -49268.941406 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -49268.94 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -49349.074219 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -49349.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -49382.066406 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -49382.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -49386.652344 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -49386.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -49389.019531 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -49389.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -49390.558594 Penalty: 3070.396484 Iteration 10Q: 3 clusters Score -49390.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -49390.558594 Penalty: 3070.396484 Iteration 11F: 3 clusters Score -49390.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (72208 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72208 members Entering Unmasked Estep Score: -8328469.500000 Penalty: 2774.451904 Iteration 0F: 2 clusters Score -8328470 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36022 members Mstep: Class 2 contains 36186 members Entering Unmasked Estep Score: -8280206.000000 Penalty: 5548.903809 Iteration 0F: 3 clusters Score -8280206 nChanged 33868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34912 members Mstep: Class 2 contains 37296 members Entering Unmasked Estep Score: -8299124.000000 Penalty: 5548.903809 Iteration 1F: 3 clusters Score -8299124 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34187 members Mstep: Class 2 contains 38021 members Entering Unmasked Estep Score: -8299831.000000 Penalty: 5548.903809 Iteration 2Q: 3 clusters Score -8299831 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33115 members Mstep: Class 2 contains 39093 members Entering Unmasked Estep Score: -8300448.000000 Penalty: 5548.903809 Iteration 3Q: 3 clusters Score -8300448 nChanged 2693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31418 members Mstep: Class 2 contains 40790 members Entering Unmasked Estep Score: -8301207.500000 Penalty: 5548.903809 Iteration 4Q: 3 clusters Score -8301208 nChanged 2999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29001 members Mstep: Class 2 contains 43207 members Entering Unmasked Estep Score: -8302412.500000 Penalty: 5548.903809 Iteration 5Q: 3 clusters Score -8302412 nChanged 3688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25599 members Mstep: Class 2 contains 46609 members Entering Unmasked Estep Score: -8304259.000000 Penalty: 5548.903809 Iteration 6F: 3 clusters Score -8304259 nChanged 4684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21069 members Mstep: Class 2 contains 51139 members Entering Unmasked Estep Score: -8307289.500000 Penalty: 5548.903809 Iteration 7F: 3 clusters Score -8307290 nChanged 5660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15463 members Mstep: Class 2 contains 56745 members Entering Unmasked Estep Score: -8311741.000000 Penalty: 5548.903809 Iteration 8F: 3 clusters Score -8311741 nChanged 5749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 62482 members Entering Unmasked Estep Score: -8316889.500000 Penalty: 5548.903809 Iteration 9F: 3 clusters Score -8316890 nChanged 4687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 67159 members Entering Unmasked Estep Score: -8321357.500000 Penalty: 5548.903809 Iteration 10F: 3 clusters Score -8321358 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 69992 members Entering Unmasked Estep Score: -8324148.500000 Penalty: 5548.903809 Iteration 11Q: 3 clusters Score -8324148 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 71246 members Entering Unmasked Estep Score: -8325257.500000 Penalty: 5548.903809 Iteration 12Q: 3 clusters Score -8325258 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 71688 members Entering Unmasked Estep Score: -8325685.000000 Penalty: 5548.903809 Iteration 13Q: 3 clusters Score -8325685 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 71855 members Entering Unmasked Estep Score: -8325872.000000 Penalty: 5548.903809 Iteration 14Q: 3 clusters Score -8325872 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 71908 members Entering Unmasked Estep Score: -8325950.500000 Penalty: 5548.903809 Iteration 15Q: 3 clusters Score -8325950 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 71938 members Entering Unmasked Estep Score: -8326008.000000 Penalty: 5548.903809 Iteration 16Q: 3 clusters Score -8326008 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 71957 members Entering Unmasked Estep Score: -8326047.000000 Penalty: 5548.903809 Iteration 17Q: 3 clusters Score -8326047 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 71966 members Entering Unmasked Estep Score: -8326052.000000 Penalty: 5548.903809 Iteration 18Q: 3 clusters Score -8326052 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 71966 members Entering Unmasked Estep Score: -8326051.000000 Penalty: 5548.903809 Iteration 19Q: 3 clusters Score -8326051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 71966 members Entering Unmasked Estep Score: -8326052.000000 Penalty: 5548.903809 Iteration 20F: 3 clusters Score -8326052 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Entering Unmasked Estep Score: -244252.234375 Penalty: 1915.004395 Iteration 0F: 2 clusters Score -244252.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -241475.109375 Penalty: 3830.008789 Iteration 0F: 3 clusters Score -241475.1 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -241967.687500 Penalty: 3830.008789 Iteration 1F: 3 clusters Score -241967.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -242117.421875 Penalty: 3830.008789 Iteration 2F: 3 clusters Score -242117.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -242230.328125 Penalty: 3830.008789 Iteration 3F: 3 clusters Score -242230.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -242342.015625 Penalty: 3830.008789 Iteration 4Q: 3 clusters Score -242342 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -242441.062500 Penalty: 3830.008789 Iteration 5Q: 3 clusters Score -242441.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -242519.390625 Penalty: 3830.008789 Iteration 6Q: 3 clusters Score -242519.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -242567.015625 Penalty: 3830.008789 Iteration 7Q: 3 clusters Score -242567 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -242603.078125 Penalty: 3830.008789 Iteration 8Q: 3 clusters Score -242603.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -242637.453125 Penalty: 3830.008789 Iteration 9Q: 3 clusters Score -242637.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -242659.984375 Penalty: 3830.008789 Iteration 10Q: 3 clusters Score -242660 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -242675.843750 Penalty: 3830.008789 Iteration 11Q: 3 clusters Score -242675.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -242695.578125 Penalty: 3830.008789 Iteration 12Q: 3 clusters Score -242695.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -242706.609375 Penalty: 3830.008789 Iteration 13Q: 3 clusters Score -242706.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -242718.156250 Penalty: 3830.008789 Iteration 14Q: 3 clusters Score -242718.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -242722.687500 Penalty: 3830.008789 Iteration 15Q: 3 clusters Score -242722.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -242728.671875 Penalty: 3830.008789 Iteration 16Q: 3 clusters Score -242728.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -242736.750000 Penalty: 3830.008789 Iteration 17Q: 3 clusters Score -242736.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -242749.265625 Penalty: 3830.008789 Iteration 18Q: 3 clusters Score -242749.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -242766.328125 Penalty: 3830.008789 Iteration 19Q: 3 clusters Score -242766.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -242788.750000 Penalty: 3830.008789 Iteration 20F: 3 clusters Score -242788.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -242801.921875 Penalty: 3830.008789 Iteration 21Q: 3 clusters Score -242801.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -242810.031250 Penalty: 3830.008789 Iteration 22Q: 3 clusters Score -242810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -242814.875000 Penalty: 3830.008789 Iteration 23Q: 3 clusters Score -242814.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -242821.281250 Penalty: 3830.008789 Iteration 24Q: 3 clusters Score -242821.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -242833.140625 Penalty: 3830.008789 Iteration 25Q: 3 clusters Score -242833.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -242838.375000 Penalty: 3830.008789 Iteration 26Q: 3 clusters Score -242838.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -242846.328125 Penalty: 3830.008789 Iteration 27Q: 3 clusters Score -242846.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -242849.156250 Penalty: 3830.008789 Iteration 28Q: 3 clusters Score -242849.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -242851.656250 Penalty: 3830.008789 Iteration 29Q: 3 clusters Score -242851.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -242852.875000 Penalty: 3830.008789 Iteration 30Q: 3 clusters Score -242852.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -242852.875000 Penalty: 3830.008789 Iteration 31F: 3 clusters Score -242852.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29000 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2149 members Mstep: Class 14 contains 9741 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72208 members Mstep: Class 19 contains 2257 members Entering Unmasked Estep ConsiderDeletion Score: -17907148.000000 Penalty: 29633.353516 Iteration 79Q: 11 clusters Score -1.790715e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 279 members Mstep: Class 11 contains 2143 members Mstep: Class 14 contains 9725 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72237 members Mstep: Class 19 contains 2251 members Entering Unmasked Estep ConsiderDeletion Score: -17907140.000000 Penalty: 29633.353516 Iteration 80F: 11 clusters Score -1.790714e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29001 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 278 members Mstep: Class 11 contains 2138 members Mstep: Class 14 contains 9713 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72258 members Mstep: Class 19 contains 2246 members Entering Unmasked Estep ConsiderDeletion Score: -17907170.000000 Penalty: 29633.353516 Iteration 81Q: 11 clusters Score -1.790717e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29002 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2132 members Mstep: Class 14 contains 9698 members Mstep: Class 15 contains 1324 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72280 members Mstep: Class 19 contains 2245 members Entering Unmasked Estep ConsiderDeletion Score: -17907200.000000 Penalty: 29633.353516 Iteration 82Q: 11 clusters Score -1.79072e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 29002 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 278 members Mstep: Class 11 contains 2126 members Mstep: Class 14 contains 9694 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72292 members Mstep: Class 19 contains 2243 members Entering Unmasked Estep ConsiderDeletion Score: -17907172.000000 Penalty: 29633.353516 Iteration 83Q: 11 clusters Score -1.790717e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35766 members Mstep: Class 7 contains 278 members Mstep: Class 11 contains 2122 members Mstep: Class 14 contains 9683 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72311 members Mstep: Class 19 contains 2241 members Entering Unmasked Estep ConsiderDeletion Score: -17907184.000000 Penalty: 29633.353516 Iteration 84Q: 11 clusters Score -1.790718e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35766 members Mstep: Class 7 contains 278 members Mstep: Class 11 contains 2120 members Mstep: Class 14 contains 9676 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72324 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907196.000000 Penalty: 29633.353516 Iteration 85Q: 11 clusters Score -1.79072e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35766 members Mstep: Class 7 contains 278 members Mstep: Class 11 contains 2120 members Mstep: Class 14 contains 9666 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72335 members Mstep: Class 19 contains 2236 members Entering Unmasked Estep ConsiderDeletion Score: -17907180.000000 Penalty: 29633.353516 Iteration 86Q: 11 clusters Score -1.790718e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35766 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2120 members Mstep: Class 14 contains 9655 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72346 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907196.000000 Penalty: 29633.353516 Iteration 87Q: 11 clusters Score -1.79072e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28998 members Mstep: Class 5 contains 35766 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2117 members Mstep: Class 14 contains 9654 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72351 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907190.000000 Penalty: 29633.353516 Iteration 88Q: 11 clusters Score -1.790719e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2121 members Mstep: Class 14 contains 9648 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72353 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907190.000000 Penalty: 29633.353516 Iteration 89Q: 11 clusters Score -1.790719e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2118 members Mstep: Class 14 contains 9648 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72356 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907180.000000 Penalty: 29633.353516 Iteration 90Q: 11 clusters Score -1.790718e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2116 members Mstep: Class 14 contains 9640 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72366 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907192.000000 Penalty: 29633.353516 Iteration 91Q: 11 clusters Score -1.790719e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28999 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2115 members Mstep: Class 14 contains 9630 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72377 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907188.000000 Penalty: 29633.353516 Iteration 92Q: 11 clusters Score -1.790719e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28998 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2115 members Mstep: Class 14 contains 9620 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72388 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907192.000000 Penalty: 29633.353516 Iteration 93Q: 11 clusters Score -1.790719e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2112 members Mstep: Class 14 contains 9611 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72402 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907194.000000 Penalty: 29633.353516 Iteration 94Q: 11 clusters Score -1.790719e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2107 members Mstep: Class 14 contains 9610 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72408 members Mstep: Class 19 contains 2237 members Entering Unmasked Estep ConsiderDeletion Score: -17907204.000000 Penalty: 29633.353516 Iteration 95Q: 11 clusters Score -1.79072e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2104 members Mstep: Class 14 contains 9609 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72413 members Mstep: Class 19 contains 2236 members Entering Unmasked Estep ConsiderDeletion Score: -17907190.000000 Penalty: 29633.353516 Iteration 96Q: 11 clusters Score -1.790719e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2103 members Mstep: Class 14 contains 9602 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72422 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907194.000000 Penalty: 29633.353516 Iteration 97Q: 11 clusters Score -1.790719e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2100 members Mstep: Class 14 contains 9600 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72427 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907194.000000 Penalty: 29633.353516 Iteration 98Q: 11 clusters Score -1.790719e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2095 members Mstep: Class 14 contains 9602 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72430 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907206.000000 Penalty: 29633.353516 Iteration 99Q: 11 clusters Score -1.790721e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2095 members Mstep: Class 14 contains 9599 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72433 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907200.000000 Penalty: 29633.353516 Iteration 100F: 11 clusters Score -1.79072e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2095 members Mstep: Class 14 contains 9596 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72436 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907204.000000 Penalty: 29633.353516 Iteration 101Q: 11 clusters Score -1.79072e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2095 members Mstep: Class 14 contains 9595 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72437 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907204.000000 Penalty: 29633.353516 Iteration 102Q: 11 clusters Score -1.79072e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2095 members Mstep: Class 14 contains 9594 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72438 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907208.000000 Penalty: 29633.353516 Iteration 103Q: 11 clusters Score -1.790721e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2093 members Mstep: Class 14 contains 9591 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72443 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907206.000000 Penalty: 29633.353516 Iteration 104Q: 11 clusters Score -1.790721e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2093 members Mstep: Class 14 contains 9588 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72446 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907196.000000 Penalty: 29633.353516 Iteration 105Q: 11 clusters Score -1.79072e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2093 members Mstep: Class 14 contains 9585 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72449 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907192.000000 Penalty: 29633.353516 Iteration 106Q: 11 clusters Score -1.790719e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2093 members Mstep: Class 14 contains 9582 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72452 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907202.000000 Penalty: 29633.353516 Iteration 107Q: 11 clusters Score -1.79072e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2093 members Mstep: Class 14 contains 9580 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72454 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907198.000000 Penalty: 29633.353516 Iteration 108Q: 11 clusters Score -1.79072e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2091 members Mstep: Class 14 contains 9582 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72454 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907196.000000 Penalty: 29633.353516 Iteration 109Q: 11 clusters Score -1.79072e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2090 members Mstep: Class 14 contains 9581 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72456 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907200.000000 Penalty: 29633.353516 Iteration 110Q: 11 clusters Score -1.79072e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2089 members Mstep: Class 14 contains 9580 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72458 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907204.000000 Penalty: 29633.353516 Iteration 111Q: 11 clusters Score -1.79072e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2089 members Mstep: Class 14 contains 9578 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72460 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907210.000000 Penalty: 29633.353516 Iteration 112Q: 11 clusters Score -1.790721e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2089 members Mstep: Class 14 contains 9577 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72461 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907208.000000 Penalty: 29633.353516 Iteration 113Q: 11 clusters Score -1.790721e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1412 members Mstep: Class 3 contains 28996 members Mstep: Class 5 contains 35765 members Mstep: Class 7 contains 277 members Mstep: Class 11 contains 2089 members Mstep: Class 14 contains 9577 members Mstep: Class 15 contains 1323 members Mstep: Class 16 contains 488 members Mstep: Class 18 contains 72461 members Mstep: Class 19 contains 2235 members Entering Unmasked Estep ConsiderDeletion Score: -17907208.000000 Penalty: 29633.353516 Iteration 114F: 11 clusters Score -1.790721e+07 nChanged 0 Entering ConstructFrom: Score: -17907208.000000 Penalty: 29633.353516 Entering ConstructFrom: Trying to split cluster 1 (1412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Entering Unmasked Estep Score: -142599.203125 Penalty: 1798.685059 Iteration 0F: 2 clusters Score -142599.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -140407.421875 Penalty: 3597.370117 Iteration 0F: 3 clusters Score -140407.4 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -140912.484375 Penalty: 3597.370117 Iteration 1F: 3 clusters Score -140912.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -141237.203125 Penalty: 3597.370117 Iteration 2F: 3 clusters Score -141237.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -141501.984375 Penalty: 3597.370117 Iteration 3F: 3 clusters Score -141502 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -141721.359375 Penalty: 3597.370117 Iteration 4F: 3 clusters Score -141721.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -141899.250000 Penalty: 3597.370117 Iteration 5F: 3 clusters Score -141899.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -142001.515625 Penalty: 3597.370117 Iteration 6Q: 3 clusters Score -142001.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -142076.078125 Penalty: 3597.370117 Iteration 7Q: 3 clusters Score -142076.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -142124.203125 Penalty: 3597.370117 Iteration 8Q: 3 clusters Score -142124.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -142174.875000 Penalty: 3597.370117 Iteration 9Q: 3 clusters Score -142174.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -142200.265625 Penalty: 3597.370117 Iteration 10Q: 3 clusters Score -142200.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -142214.312500 Penalty: 3597.370117 Iteration 11Q: 3 clusters Score -142214.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -142226.156250 Penalty: 3597.370117 Iteration 12Q: 3 clusters Score -142226.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -142235.687500 Penalty: 3597.370117 Iteration 13Q: 3 clusters Score -142235.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -142238.890625 Penalty: 3597.370117 Iteration 14Q: 3 clusters Score -142238.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -142245.343750 Penalty: 3597.370117 Iteration 15Q: 3 clusters Score -142245.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -142250.890625 Penalty: 3597.370117 Iteration 16Q: 3 clusters Score -142250.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -142253.781250 Penalty: 3597.370117 Iteration 17Q: 3 clusters Score -142253.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -142254.687500 Penalty: 3597.370117 Iteration 18Q: 3 clusters Score -142254.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -142255.062500 Penalty: 3597.370117 Iteration 19Q: 3 clusters Score -142255.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -142257.031250 Penalty: 3597.370117 Iteration 20F: 3 clusters Score -142257 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -142258.000000 Penalty: 3597.370117 Iteration 21Q: 3 clusters Score -142258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -142258.500000 Penalty: 3597.370117 Iteration 22Q: 3 clusters Score -142258.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -142258.656250 Penalty: 3597.370117 Iteration 23Q: 3 clusters Score -142258.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -142258.656250 Penalty: 3597.370117 Iteration 24F: 3 clusters Score -142258.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (28996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28996 members Entering Unmasked Estep Score: -3314172.500000 Penalty: 2548.178467 Iteration 0F: 2 clusters Score -3314172 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14506 members Mstep: Class 2 contains 14490 members Entering Unmasked Estep Score: -3294394.000000 Penalty: 5096.356934 Iteration 0F: 3 clusters Score -3294394 nChanged 12923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14439 members Mstep: Class 2 contains 14557 members Entering Unmasked Estep Score: -3301249.500000 Penalty: 5096.356934 Iteration 1F: 3 clusters Score -3301250 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14350 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -3301669.500000 Penalty: 5096.356934 Iteration 2Q: 3 clusters Score -3301670 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14207 members Mstep: Class 2 contains 14789 members Entering Unmasked Estep Score: -3302033.000000 Penalty: 5096.356934 Iteration 3Q: 3 clusters Score -3302033 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14019 members Mstep: Class 2 contains 14977 members Entering Unmasked Estep Score: -3302357.750000 Penalty: 5096.356934 Iteration 4Q: 3 clusters Score -3302358 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13741 members Mstep: Class 2 contains 15255 members Entering Unmasked Estep Score: -3302666.000000 Penalty: 5096.356934 Iteration 5Q: 3 clusters Score -3302666 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 15641 members Entering Unmasked Estep Score: -3303001.000000 Penalty: 5096.356934 Iteration 6Q: 3 clusters Score -3303001 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12809 members Mstep: Class 2 contains 16187 members Entering Unmasked Estep Score: -3303365.000000 Penalty: 5096.356934 Iteration 7Q: 3 clusters Score -3303365 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12076 members Mstep: Class 2 contains 16920 members Entering Unmasked Estep Score: -3303837.250000 Penalty: 5096.356934 Iteration 8Q: 3 clusters Score -3303837 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 17865 members Entering Unmasked Estep Score: -3304461.500000 Penalty: 5096.356934 Iteration 9Q: 3 clusters Score -3304462 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9992 members Mstep: Class 2 contains 19004 members Entering Unmasked Estep Score: -3305201.250000 Penalty: 5096.356934 Iteration 10Q: 3 clusters Score -3305201 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 20297 members Entering Unmasked Estep Score: -3306077.750000 Penalty: 5096.356934 Iteration 11F: 3 clusters Score -3306078 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7242 members Mstep: Class 2 contains 21754 members Entering Unmasked Estep Score: -3307138.000000 Penalty: 5096.356934 Iteration 12F: 3 clusters Score -3307138 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 23240 members Entering Unmasked Estep Score: -3308285.500000 Penalty: 5096.356934 Iteration 13F: 3 clusters Score -3308286 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 24538 members Entering Unmasked Estep Score: -3309270.000000 Penalty: 5096.356934 Iteration 14Q: 3 clusters Score -3309270 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 25667 members Entering Unmasked Estep Score: -3310103.250000 Penalty: 5096.356934 Iteration 15Q: 3 clusters Score -3310103 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2439 members Mstep: Class 2 contains 26557 members Entering Unmasked Estep Score: -3310777.250000 Penalty: 5096.356934 Iteration 16Q: 3 clusters Score -3310777 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 27167 members Entering Unmasked Estep Score: -3311211.000000 Penalty: 5096.356934 Iteration 17Q: 3 clusters Score -3311211 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 27598 members Entering Unmasked Estep Score: -3311546.750000 Penalty: 5096.356934 Iteration 18Q: 3 clusters Score -3311547 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 27862 members Entering Unmasked Estep Score: -3311745.250000 Penalty: 5096.356934 Iteration 19Q: 3 clusters Score -3311745 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 28027 members Entering Unmasked Estep Score: -3311905.500000 Penalty: 5096.356934 Iteration 20F: 3 clusters Score -3311906 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 28127 members Entering Unmasked Estep Score: -3312001.000000 Penalty: 5096.356934 Iteration 21Q: 3 clusters Score -3312001 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 28199 members Entering Unmasked Estep Score: -3312064.750000 Penalty: 5096.356934 Iteration 22Q: 3 clusters Score -3312065 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 28249 members Entering Unmasked Estep Score: -3312110.750000 Penalty: 5096.356934 Iteration 23Q: 3 clusters Score -3312111 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 28269 members Entering Unmasked Estep Score: -3312141.500000 Penalty: 5096.356934 Iteration 24Q: 3 clusters Score -3312142 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 28280 members Entering Unmasked Estep Score: -3312157.750000 Penalty: 5096.356934 Iteration 25Q: 3 clusters Score -3312158 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 28288 members Entering Unmasked Estep Score: -3312170.750000 Penalty: 5096.356934 Iteration 26Q: 3 clusters Score -3312171 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 28297 members Entering Unmasked Estep Score: -3312182.750000 Penalty: 5096.356934 Iteration 27Q: 3 clusters Score -3312183 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 28303 members Entering Unmasked Estep Score: -3312187.750000 Penalty: 5096.356934 Iteration 28Q: 3 clusters Score -3312188 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 28308 members Entering Unmasked Estep Score: -3312193.000000 Penalty: 5096.356934 Iteration 29Q: 3 clusters Score -3312193 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 28307 members Entering Unmasked Estep Score: -3312194.500000 Penalty: 5096.356934 Iteration 30Q: 3 clusters Score -3312194 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 28309 members Entering Unmasked Estep Score: -3312201.000000 Penalty: 5096.356934 Iteration 31Q: 3 clusters Score -3312201 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 28315 members Entering Unmasked Estep Score: -3312198.750000 Penalty: 5096.356934 Iteration 32Q: 3 clusters Score -3312199 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 28316 members Entering Unmasked Estep Score: -3312202.500000 Penalty: 5096.356934 Iteration 33Q: 3 clusters Score -3312202 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 28315 members Entering Unmasked Estep Score: -3312203.750000 Penalty: 5096.356934 Iteration 34Q: 3 clusters Score -3312204 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 28315 members Entering Unmasked Estep Score: -3312203.750000 Penalty: 5096.356934 Iteration 35F: 3 clusters Score -3312204 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (35765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35765 members Entering Unmasked Estep Score: -4557015.500000 Penalty: 2600.211914 Iteration 0F: 2 clusters Score -4557016 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17922 members Mstep: Class 2 contains 17843 members Entering Unmasked Estep Score: -4532723.500000 Penalty: 5200.423828 Iteration 0F: 3 clusters Score -4532724 nChanged 16289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18243 members Mstep: Class 2 contains 17522 members Entering Unmasked Estep Score: -4541687.000000 Penalty: 5200.423828 Iteration 1F: 3 clusters Score -4541687 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18394 members Mstep: Class 2 contains 17371 members Entering Unmasked Estep Score: -4542230.500000 Penalty: 5200.423828 Iteration 2Q: 3 clusters Score -4542230 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18519 members Mstep: Class 2 contains 17246 members Entering Unmasked Estep Score: -4542722.500000 Penalty: 5200.423828 Iteration 3Q: 3 clusters Score -4542722 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18647 members Mstep: Class 2 contains 17118 members Entering Unmasked Estep Score: -4543189.500000 Penalty: 5200.423828 Iteration 4Q: 3 clusters Score -4543190 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18777 members Mstep: Class 2 contains 16988 members Entering Unmasked Estep Score: -4543691.500000 Penalty: 5200.423828 Iteration 5Q: 3 clusters Score -4543692 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18817 members Mstep: Class 2 contains 16948 members Entering Unmasked Estep Score: -4544338.000000 Penalty: 5200.423828 Iteration 6Q: 3 clusters Score -4544338 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18864 members Mstep: Class 2 contains 16901 members Entering Unmasked Estep Score: -4544999.000000 Penalty: 5200.423828 Iteration 7Q: 3 clusters Score -4544999 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18952 members Mstep: Class 2 contains 16813 members Entering Unmasked Estep Score: -4545829.500000 Penalty: 5200.423828 Iteration 8Q: 3 clusters Score -4545830 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19092 members Mstep: Class 2 contains 16673 members Entering Unmasked Estep Score: -4546685.500000 Penalty: 5200.423828 Iteration 9Q: 3 clusters Score -4546686 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19343 members Mstep: Class 2 contains 16422 members Entering Unmasked Estep Score: -4547531.500000 Penalty: 5200.423828 Iteration 10Q: 3 clusters Score -4547532 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19705 members Mstep: Class 2 contains 16060 members Entering Unmasked Estep Score: -4548219.500000 Penalty: 5200.423828 Iteration 11Q: 3 clusters Score -4548220 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20150 members Mstep: Class 2 contains 15615 members Entering Unmasked Estep Score: -4548829.500000 Penalty: 5200.423828 Iteration 12Q: 3 clusters Score -4548830 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20653 members Mstep: Class 2 contains 15112 members Entering Unmasked Estep Score: -4549305.000000 Penalty: 5200.423828 Iteration 13Q: 3 clusters Score -4549305 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21216 members Mstep: Class 2 contains 14549 members Entering Unmasked Estep Score: -4549707.500000 Penalty: 5200.423828 Iteration 14Q: 3 clusters Score -4549708 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21779 members Mstep: Class 2 contains 13986 members Entering Unmasked Estep Score: -4549991.000000 Penalty: 5200.423828 Iteration 15Q: 3 clusters Score -4549991 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22381 members Mstep: Class 2 contains 13384 members Entering Unmasked Estep Score: -4550219.000000 Penalty: 5200.423828 Iteration 16Q: 3 clusters Score -4550219 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23018 members Mstep: Class 2 contains 12747 members Entering Unmasked Estep Score: -4550450.500000 Penalty: 5200.423828 Iteration 17Q: 3 clusters Score -4550450 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23756 members Mstep: Class 2 contains 12009 members Entering Unmasked Estep Score: -4550703.000000 Penalty: 5200.423828 Iteration 18Q: 3 clusters Score -4550703 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24512 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -4550935.000000 Penalty: 5200.423828 Iteration 19Q: 3 clusters Score -4550935 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25333 members Mstep: Class 2 contains 10432 members Entering Unmasked Estep Score: -4551225.000000 Penalty: 5200.423828 Iteration 20F: 3 clusters Score -4551225 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26194 members Mstep: Class 2 contains 9571 members Entering Unmasked Estep Score: -4551541.500000 Penalty: 5200.423828 Iteration 21Q: 3 clusters Score -4551542 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27070 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -4551840.500000 Penalty: 5200.423828 Iteration 22Q: 3 clusters Score -4551840 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27930 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -4552130.000000 Penalty: 5200.423828 Iteration 23Q: 3 clusters Score -4552130 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28831 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -4552502.500000 Penalty: 5200.423828 Iteration 24Q: 3 clusters Score -4552502 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29670 members Mstep: Class 2 contains 6095 members Entering Unmasked Estep Score: -4552866.000000 Penalty: 5200.423828 Iteration 25Q: 3 clusters Score -4552866 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30481 members Mstep: Class 2 contains 5284 members Entering Unmasked Estep Score: -4553180.000000 Penalty: 5200.423828 Iteration 26Q: 3 clusters Score -4553180 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31180 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -4553477.000000 Penalty: 5200.423828 Iteration 27Q: 3 clusters Score -4553477 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31769 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -4553733.000000 Penalty: 5200.423828 Iteration 28Q: 3 clusters Score -4553733 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32290 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -4553954.500000 Penalty: 5200.423828 Iteration 29Q: 3 clusters Score -4553954 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32728 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -4554128.000000 Penalty: 5200.423828 Iteration 30Q: 3 clusters Score -4554128 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33082 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -4554288.500000 Penalty: 5200.423828 Iteration 31Q: 3 clusters Score -4554288 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33379 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -4554417.500000 Penalty: 5200.423828 Iteration 32Q: 3 clusters Score -4554418 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33606 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -4554516.500000 Penalty: 5200.423828 Iteration 33Q: 3 clusters Score -4554516 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33768 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -4554590.000000 Penalty: 5200.423828 Iteration 34Q: 3 clusters Score -4554590 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33904 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -4554644.500000 Penalty: 5200.423828 Iteration 35Q: 3 clusters Score -4554644 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33999 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -4554674.500000 Penalty: 5200.423828 Iteration 36Q: 3 clusters Score -4554674 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34079 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -4554710.500000 Penalty: 5200.423828 Iteration 37Q: 3 clusters Score -4554710 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34142 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -4554736.000000 Penalty: 5200.423828 Iteration 38Q: 3 clusters Score -4554736 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34193 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -4554754.000000 Penalty: 5200.423828 Iteration 39Q: 3 clusters Score -4554754 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34230 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -4554777.500000 Penalty: 5200.423828 Iteration 40F: 3 clusters Score -4554778 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34265 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -4554781.500000 Penalty: 5200.423828 Iteration 41Q: 3 clusters Score -4554782 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34291 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -4554787.500000 Penalty: 5200.423828 Iteration 42Q: 3 clusters Score -4554788 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34315 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -4554800.500000 Penalty: 5200.423828 Iteration 43Q: 3 clusters Score -4554800 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34339 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -4554808.000000 Penalty: 5200.423828 Iteration 44Q: 3 clusters Score -4554808 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34364 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -4554810.500000 Penalty: 5200.423828 Iteration 45Q: 3 clusters Score -4554810 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34380 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -4554820.000000 Penalty: 5200.423828 Iteration 46Q: 3 clusters Score -4554820 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34398 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -4554823.000000 Penalty: 5200.423828 Iteration 47Q: 3 clusters Score -4554823 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34415 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -4554827.500000 Penalty: 5200.423828 Iteration 48Q: 3 clusters Score -4554828 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34431 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -4554843.500000 Penalty: 5200.423828 Iteration 49Q: 3 clusters Score -4554844 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34446 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -4554846.500000 Penalty: 5200.423828 Iteration 50Q: 3 clusters Score -4554846 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34459 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -4554856.500000 Penalty: 5200.423828 Iteration 51Q: 3 clusters Score -4554856 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34475 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -4554857.500000 Penalty: 5200.423828 Iteration 52Q: 3 clusters Score -4554858 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34490 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -4554866.500000 Penalty: 5200.423828 Iteration 53Q: 3 clusters Score -4554866 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34498 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -4554875.000000 Penalty: 5200.423828 Iteration 54Q: 3 clusters Score -4554875 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34511 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -4554882.500000 Penalty: 5200.423828 Iteration 55Q: 3 clusters Score -4554882 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34520 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -4554891.000000 Penalty: 5200.423828 Iteration 56Q: 3 clusters Score -4554891 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34532 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -4554890.500000 Penalty: 5200.423828 Iteration 57Q: 3 clusters Score -4554890 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34543 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -4554896.500000 Penalty: 5200.423828 Iteration 58Q: 3 clusters Score -4554896 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34549 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -4554902.500000 Penalty: 5200.423828 Iteration 59Q: 3 clusters Score -4554902 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34556 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -4554905.000000 Penalty: 5200.423828 Iteration 60F: 3 clusters Score -4554905 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34565 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -4554904.500000 Penalty: 5200.423828 Iteration 61Q: 3 clusters Score -4554904 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34575 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -4554912.500000 Penalty: 5200.423828 Iteration 62Q: 3 clusters Score -4554912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34578 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -4554911.500000 Penalty: 5200.423828 Iteration 63Q: 3 clusters Score -4554912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34583 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -4554911.500000 Penalty: 5200.423828 Iteration 64Q: 3 clusters Score -4554912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34590 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -4554915.000000 Penalty: 5200.423828 Iteration 65Q: 3 clusters Score -4554915 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34603 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -4554921.000000 Penalty: 5200.423828 Iteration 66Q: 3 clusters Score -4554921 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34613 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -4554923.000000 Penalty: 5200.423828 Iteration 67Q: 3 clusters Score -4554923 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34623 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -4554929.500000 Penalty: 5200.423828 Iteration 68Q: 3 clusters Score -4554930 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34629 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -4554936.000000 Penalty: 5200.423828 Iteration 69Q: 3 clusters Score -4554936 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34641 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -4554940.000000 Penalty: 5200.423828 Iteration 70Q: 3 clusters Score -4554940 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34654 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -4554946.000000 Penalty: 5200.423828 Iteration 71Q: 3 clusters Score -4554946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34660 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -4554950.000000 Penalty: 5200.423828 Iteration 72Q: 3 clusters Score -4554950 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34668 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -4554948.500000 Penalty: 5200.423828 Iteration 73Q: 3 clusters Score -4554948 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34675 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -4554953.500000 Penalty: 5200.423828 Iteration 74Q: 3 clusters Score -4554954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34679 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -4554955.500000 Penalty: 5200.423828 Iteration 75Q: 3 clusters Score -4554956 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34682 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -4554957.500000 Penalty: 5200.423828 Iteration 76Q: 3 clusters Score -4554958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34686 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -4554954.500000 Penalty: 5200.423828 Iteration 77Q: 3 clusters Score -4554954 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34691 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -4554960.500000 Penalty: 5200.423828 Iteration 78Q: 3 clusters Score -4554960 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34694 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -4554960.000000 Penalty: 5200.423828 Iteration 79Q: 3 clusters Score -4554960 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34699 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -4554965.500000 Penalty: 5200.423828 Iteration 80F: 3 clusters Score -4554966 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34705 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -4554965.000000 Penalty: 5200.423828 Iteration 81Q: 3 clusters Score -4554965 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34708 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -4554965.500000 Penalty: 5200.423828 Iteration 82Q: 3 clusters Score -4554966 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34710 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -4554965.000000 Penalty: 5200.423828 Iteration 83Q: 3 clusters Score -4554965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34710 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -4554965.000000 Penalty: 5200.423828 Iteration 84F: 3 clusters Score -4554965 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (277 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Entering Unmasked Estep Score: -27453.994141 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -27453.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -26286.833984 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -26286.83 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -26383.482422 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -26383.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -26413.228516 Penalty: 2789.512695 Iteration 2Q: 3 clusters Score -26413.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -26441.929688 Penalty: 2789.512695 Iteration 3Q: 3 clusters Score -26441.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -26461.152344 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -26461.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -26478.533203 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -26478.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -26484.960938 Penalty: 2789.512695 Iteration 6Q: 3 clusters Score -26484.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -26492.935547 Penalty: 2789.512695 Iteration 7Q: 3 clusters Score -26492.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -26505.423828 Penalty: 2789.512695 Iteration 8Q: 3 clusters Score -26505.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -26518.193359 Penalty: 2789.512695 Iteration 9Q: 3 clusters Score -26518.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -26537.167969 Penalty: 2789.512695 Iteration 10Q: 3 clusters Score -26537.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -26537.167969 Penalty: 2789.512695 Iteration 11F: 3 clusters Score -26537.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Entering Unmasked Estep Score: -222998.484375 Penalty: 1895.821289 Iteration 0F: 2 clusters Score -222998.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -220306.078125 Penalty: 3791.642578 Iteration 0F: 3 clusters Score -220306.1 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -220788.906250 Penalty: 3791.642578 Iteration 1F: 3 clusters Score -220788.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -220945.125000 Penalty: 3791.642578 Iteration 2F: 3 clusters Score -220945.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -221045.609375 Penalty: 3791.642578 Iteration 3Q: 3 clusters Score -221045.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -221116.296875 Penalty: 3791.642578 Iteration 4Q: 3 clusters Score -221116.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -221153.078125 Penalty: 3791.642578 Iteration 5Q: 3 clusters Score -221153.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -221176.546875 Penalty: 3791.642578 Iteration 6Q: 3 clusters Score -221176.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -221199.296875 Penalty: 3791.642578 Iteration 7Q: 3 clusters Score -221199.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -221217.203125 Penalty: 3791.642578 Iteration 8Q: 3 clusters Score -221217.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -221233.437500 Penalty: 3791.642578 Iteration 9Q: 3 clusters Score -221233.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -221242.609375 Penalty: 3791.642578 Iteration 10Q: 3 clusters Score -221242.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -221254.718750 Penalty: 3791.642578 Iteration 11Q: 3 clusters Score -221254.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -221265.140625 Penalty: 3791.642578 Iteration 12Q: 3 clusters Score -221265.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -221272.953125 Penalty: 3791.642578 Iteration 13Q: 3 clusters Score -221273 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -221277.484375 Penalty: 3791.642578 Iteration 14Q: 3 clusters Score -221277.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -221283.140625 Penalty: 3791.642578 Iteration 15Q: 3 clusters Score -221283.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -221291.812500 Penalty: 3791.642578 Iteration 16Q: 3 clusters Score -221291.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -221301.640625 Penalty: 3791.642578 Iteration 17Q: 3 clusters Score -221301.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -221309.687500 Penalty: 3791.642578 Iteration 18Q: 3 clusters Score -221309.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -221316.046875 Penalty: 3791.642578 Iteration 19Q: 3 clusters Score -221316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -221320.984375 Penalty: 3791.642578 Iteration 20F: 3 clusters Score -221321 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -221323.312500 Penalty: 3791.642578 Iteration 21Q: 3 clusters Score -221323.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -221325.031250 Penalty: 3791.642578 Iteration 22Q: 3 clusters Score -221325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -221325.890625 Penalty: 3791.642578 Iteration 23Q: 3 clusters Score -221325.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -221326.906250 Penalty: 3791.642578 Iteration 24Q: 3 clusters Score -221326.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -221327.500000 Penalty: 3791.642578 Iteration 25Q: 3 clusters Score -221327.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -221328.093750 Penalty: 3791.642578 Iteration 26Q: 3 clusters Score -221328.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -221328.062500 Penalty: 3791.642578 Iteration 27Q: 3 clusters Score -221328.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -221328.062500 Penalty: 3791.642578 Iteration 28F: 3 clusters Score -221328.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (9577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Entering Unmasked Estep Score: -1087831.375000 Penalty: 2273.445801 Iteration 0F: 2 clusters Score -1087831 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -1080403.750000 Penalty: 4546.891602 Iteration 0F: 3 clusters Score -1080404 nChanged 3955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -1082593.625000 Penalty: 4546.891602 Iteration 1F: 3 clusters Score -1082594 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -1082939.875000 Penalty: 4546.891602 Iteration 2F: 3 clusters Score -1082940 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -1083221.375000 Penalty: 4546.891602 Iteration 3F: 3 clusters Score -1083221 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -1083445.375000 Penalty: 4546.891602 Iteration 4Q: 3 clusters Score -1083445 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -1083626.625000 Penalty: 4546.891602 Iteration 5Q: 3 clusters Score -1083627 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -1083776.625000 Penalty: 4546.891602 Iteration 6Q: 3 clusters Score -1083777 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -1083907.000000 Penalty: 4546.891602 Iteration 7Q: 3 clusters Score -1083907 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -1084015.625000 Penalty: 4546.891602 Iteration 8Q: 3 clusters Score -1084016 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 6084 members Entering Unmasked Estep Score: -1084124.875000 Penalty: 4546.891602 Iteration 9Q: 3 clusters Score -1084125 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -1084218.625000 Penalty: 4546.891602 Iteration 10Q: 3 clusters Score -1084219 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 6375 members Entering Unmasked Estep Score: -1084302.000000 Penalty: 4546.891602 Iteration 11Q: 3 clusters Score -1084302 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -1084399.000000 Penalty: 4546.891602 Iteration 12Q: 3 clusters Score -1084399 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -1084514.875000 Penalty: 4546.891602 Iteration 13Q: 3 clusters Score -1084515 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -1084630.000000 Penalty: 4546.891602 Iteration 14Q: 3 clusters Score -1084630 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 7073 members Entering Unmasked Estep Score: -1084745.250000 Penalty: 4546.891602 Iteration 15Q: 3 clusters Score -1084745 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -1084858.000000 Penalty: 4546.891602 Iteration 16Q: 3 clusters Score -1084858 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -1084949.500000 Penalty: 4546.891602 Iteration 17Q: 3 clusters Score -1084950 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -1085033.250000 Penalty: 4546.891602 Iteration 18Q: 3 clusters Score -1085033 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -1085111.875000 Penalty: 4546.891602 Iteration 19Q: 3 clusters Score -1085112 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -1085191.625000 Penalty: 4546.891602 Iteration 20F: 3 clusters Score -1085192 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -1085274.375000 Penalty: 4546.891602 Iteration 21Q: 3 clusters Score -1085274 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 8141 members Entering Unmasked Estep Score: -1085357.625000 Penalty: 4546.891602 Iteration 22Q: 3 clusters Score -1085358 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 8254 members Entering Unmasked Estep Score: -1085416.000000 Penalty: 4546.891602 Iteration 23Q: 3 clusters Score -1085416 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -1085470.000000 Penalty: 4546.891602 Iteration 24Q: 3 clusters Score -1085470 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 8418 members Entering Unmasked Estep Score: -1085519.375000 Penalty: 4546.891602 Iteration 25Q: 3 clusters Score -1085519 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 8486 members Entering Unmasked Estep Score: -1085561.375000 Penalty: 4546.891602 Iteration 26Q: 3 clusters Score -1085561 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -1085601.500000 Penalty: 4546.891602 Iteration 27Q: 3 clusters Score -1085602 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -1085624.625000 Penalty: 4546.891602 Iteration 28Q: 3 clusters Score -1085625 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -1085646.250000 Penalty: 4546.891602 Iteration 29Q: 3 clusters Score -1085646 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -1085675.125000 Penalty: 4546.891602 Iteration 30Q: 3 clusters Score -1085675 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -1085697.875000 Penalty: 4546.891602 Iteration 31Q: 3 clusters Score -1085698 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 8752 members Entering Unmasked Estep Score: -1085710.250000 Penalty: 4546.891602 Iteration 32Q: 3 clusters Score -1085710 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -1085728.625000 Penalty: 4546.891602 Iteration 33Q: 3 clusters Score -1085729 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 8811 members Entering Unmasked Estep Score: -1085746.375000 Penalty: 4546.891602 Iteration 34Q: 3 clusters Score -1085746 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -1085763.375000 Penalty: 4546.891602 Iteration 35Q: 3 clusters Score -1085763 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -1085773.500000 Penalty: 4546.891602 Iteration 36Q: 3 clusters Score -1085774 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 8877 members Entering Unmasked Estep Score: -1085786.375000 Penalty: 4546.891602 Iteration 37Q: 3 clusters Score -1085786 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -1085792.750000 Penalty: 4546.891602 Iteration 38Q: 3 clusters Score -1085793 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 8897 members Entering Unmasked Estep Score: -1085800.250000 Penalty: 4546.891602 Iteration 39Q: 3 clusters Score -1085800 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 8902 members Entering Unmasked Estep Score: -1085802.375000 Penalty: 4546.891602 Iteration 40F: 3 clusters Score -1085802 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 8912 members Entering Unmasked Estep Score: -1085804.750000 Penalty: 4546.891602 Iteration 41Q: 3 clusters Score -1085805 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -1085809.625000 Penalty: 4546.891602 Iteration 42Q: 3 clusters Score -1085810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -1085809.625000 Penalty: 4546.891602 Iteration 43F: 3 clusters Score -1085810 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Entering Unmasked Estep Score: -134580.015625 Penalty: 1782.539062 Iteration 0F: 2 clusters Score -134580 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 640 members Entering Unmasked Estep Score: -132387.453125 Penalty: 3565.078125 Iteration 0F: 3 clusters Score -132387.5 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -132766.296875 Penalty: 3565.078125 Iteration 1F: 3 clusters Score -132766.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -132908.687500 Penalty: 3565.078125 Iteration 2F: 3 clusters Score -132908.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -133006.421875 Penalty: 3565.078125 Iteration 3Q: 3 clusters Score -133006.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -133132.484375 Penalty: 3565.078125 Iteration 4Q: 3 clusters Score -133132.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -133247.093750 Penalty: 3565.078125 Iteration 5F: 3 clusters Score -133247.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -133367.421875 Penalty: 3565.078125 Iteration 6Q: 3 clusters Score -133367.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -133505.796875 Penalty: 3565.078125 Iteration 7Q: 3 clusters Score -133505.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -133607.125000 Penalty: 3565.078125 Iteration 8Q: 3 clusters Score -133607.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -133713.093750 Penalty: 3565.078125 Iteration 9Q: 3 clusters Score -133713.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -133823.125000 Penalty: 3565.078125 Iteration 10Q: 3 clusters Score -133823.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -133925.578125 Penalty: 3565.078125 Iteration 11Q: 3 clusters Score -133925.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -133980.796875 Penalty: 3565.078125 Iteration 12Q: 3 clusters Score -133980.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -134028.312500 Penalty: 3565.078125 Iteration 13Q: 3 clusters Score -134028.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -134056.671875 Penalty: 3565.078125 Iteration 14Q: 3 clusters Score -134056.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -134064.484375 Penalty: 3565.078125 Iteration 15Q: 3 clusters Score -134064.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -134066.218750 Penalty: 3565.078125 Iteration 16Q: 3 clusters Score -134066.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -134068.468750 Penalty: 3565.078125 Iteration 17Q: 3 clusters Score -134068.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -134068.468750 Penalty: 3565.078125 Iteration 18F: 3 clusters Score -134068.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -49697.375000 Penalty: 1535.198242 Iteration 0F: 2 clusters Score -49697.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -48292.414062 Penalty: 3070.396484 Iteration 0F: 3 clusters Score -48292.41 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -48532.093750 Penalty: 3070.396484 Iteration 1F: 3 clusters Score -48532.09 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -48660.058594 Penalty: 3070.396484 Iteration 2F: 3 clusters Score -48660.06 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -48759.675781 Penalty: 3070.396484 Iteration 3F: 3 clusters Score -48759.68 nChanged 22 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: -48876.992188 Penalty: 3070.396484 Iteration 4Q: 3 clusters Score -48876.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -49000.089844 Penalty: 3070.396484 Iteration 5Q: 3 clusters Score -49000.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -49123.085938 Penalty: 3070.396484 Iteration 6Q: 3 clusters Score -49123.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -49223.273438 Penalty: 3070.396484 Iteration 7Q: 3 clusters Score -49223.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -49285.550781 Penalty: 3070.396484 Iteration 8Q: 3 clusters Score -49285.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -49348.632812 Penalty: 3070.396484 Iteration 9Q: 3 clusters Score -49348.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -49397.839844 Penalty: 3070.396484 Iteration 10Q: 3 clusters Score -49397.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -49397.839844 Penalty: 3070.396484 Iteration 11F: 3 clusters Score -49397.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (72461 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72461 members Entering Unmasked Estep Score: -8356841.000000 Penalty: 2775.319336 Iteration 0F: 2 clusters Score -8356841 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36304 members Mstep: Class 2 contains 36157 members Entering Unmasked Estep Score: -8308127.500000 Penalty: 5550.638672 Iteration 0F: 3 clusters Score -8308128 nChanged 34037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37523 members Mstep: Class 2 contains 34938 members Entering Unmasked Estep Score: -8327520.500000 Penalty: 5550.638672 Iteration 1F: 3 clusters Score -8327520 nChanged 2533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38266 members Mstep: Class 2 contains 34195 members Entering Unmasked Estep Score: -8328132.000000 Penalty: 5550.638672 Iteration 2Q: 3 clusters Score -8328132 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39505 members Mstep: Class 2 contains 32956 members Entering Unmasked Estep Score: -8328976.000000 Penalty: 5550.638672 Iteration 3Q: 3 clusters Score -8328976 nChanged 3227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41384 members Mstep: Class 2 contains 31077 members Entering Unmasked Estep Score: -8330240.000000 Penalty: 5550.638672 Iteration 4Q: 3 clusters Score -8330240 nChanged 3818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44056 members Mstep: Class 2 contains 28405 members Entering Unmasked Estep Score: -8332181.000000 Penalty: 5550.638672 Iteration 5F: 3 clusters Score -8332181 nChanged 4563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47529 members Mstep: Class 2 contains 24932 members Entering Unmasked Estep Score: -8334785.000000 Penalty: 5550.638672 Iteration 6F: 3 clusters Score -8334785 nChanged 4903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51652 members Mstep: Class 2 contains 20809 members Entering Unmasked Estep Score: -8337923.500000 Penalty: 5550.638672 Iteration 7F: 3 clusters Score -8337924 nChanged 4830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55992 members Mstep: Class 2 contains 16469 members Entering Unmasked Estep Score: -8341374.000000 Penalty: 5550.638672 Iteration 8F: 3 clusters Score -8341374 nChanged 4654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60370 members Mstep: Class 2 contains 12091 members Entering Unmasked Estep Score: -8345003.000000 Penalty: 5550.638672 Iteration 9F: 3 clusters Score -8345003 nChanged 3939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64205 members Mstep: Class 2 contains 8256 members Entering Unmasked Estep Score: -8348270.500000 Penalty: 5550.638672 Iteration 10F: 3 clusters Score -8348270 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67274 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -8350770.000000 Penalty: 5550.638672 Iteration 11Q: 3 clusters Score -8350770 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69332 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -8352410.500000 Penalty: 5550.638672 Iteration 12Q: 3 clusters Score -8352410 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70547 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -8353320.000000 Penalty: 5550.638672 Iteration 13Q: 3 clusters Score -8353320 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71212 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -8353831.000000 Penalty: 5550.638672 Iteration 14Q: 3 clusters Score -8353831 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71547 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -8354098.000000 Penalty: 5550.638672 Iteration 15Q: 3 clusters Score -8354098 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71735 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -8354240.500000 Penalty: 5550.638672 Iteration 16Q: 3 clusters Score -8354240 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71822 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -8354312.500000 Penalty: 5550.638672 Iteration 17Q: 3 clusters Score -8354312 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71883 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -8354377.000000 Penalty: 5550.638672 Iteration 18Q: 3 clusters Score -8354377 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71928 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -8354408.000000 Penalty: 5550.638672 Iteration 19Q: 3 clusters Score -8354408 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71949 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -8354427.000000 Penalty: 5550.638672 Iteration 20F: 3 clusters Score -8354427 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71966 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -8354427.000000 Penalty: 5550.638672 Iteration 21Q: 3 clusters Score -8354427 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71973 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -8354434.000000 Penalty: 5550.638672 Iteration 22Q: 3 clusters Score -8354434 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71984 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -8354442.500000 Penalty: 5550.638672 Iteration 23Q: 3 clusters Score -8354442 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71996 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -8354463.000000 Penalty: 5550.638672 Iteration 24Q: 3 clusters Score -8354463 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72002 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -8354464.000000 Penalty: 5550.638672 Iteration 25Q: 3 clusters Score -8354464 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72003 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -8354464.500000 Penalty: 5550.638672 Iteration 26Q: 3 clusters Score -8354464 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72006 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -8354463.500000 Penalty: 5550.638672 Iteration 27Q: 3 clusters Score -8354464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72008 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -8354464.000000 Penalty: 5550.638672 Iteration 28Q: 3 clusters Score -8354464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72008 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -8354464.000000 Penalty: 5550.638672 Iteration 29F: 3 clusters Score -8354464 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Entering Unmasked Estep Score: -241891.187500 Penalty: 1912.575195 Iteration 0F: 2 clusters Score -241891.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -239197.765625 Penalty: 3825.150391 Iteration 0F: 3 clusters Score -239197.8 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -239724.578125 Penalty: 3825.150391 Iteration 1F: 3 clusters Score -239724.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -239888.453125 Penalty: 3825.150391 Iteration 2F: 3 clusters Score -239888.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -239965.296875 Penalty: 3825.150391 Iteration 3Q: 3 clusters Score -239965.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -240027.734375 Penalty: 3825.150391 Iteration 4Q: 3 clusters Score -240027.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -240071.765625 Penalty: 3825.150391 Iteration 5Q: 3 clusters Score -240071.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -240103.312500 Penalty: 3825.150391 Iteration 6Q: 3 clusters Score -240103.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -240136.265625 Penalty: 3825.150391 Iteration 7Q: 3 clusters Score -240136.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -240183.921875 Penalty: 3825.150391 Iteration 8Q: 3 clusters Score -240183.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -240243.906250 Penalty: 3825.150391 Iteration 9Q: 3 clusters Score -240243.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -240290.421875 Penalty: 3825.150391 Iteration 10Q: 3 clusters Score -240290.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -240331.390625 Penalty: 3825.150391 Iteration 11Q: 3 clusters Score -240331.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -240364.125000 Penalty: 3825.150391 Iteration 12Q: 3 clusters Score -240364.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -240392.312500 Penalty: 3825.150391 Iteration 13Q: 3 clusters Score -240392.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -240417.453125 Penalty: 3825.150391 Iteration 14Q: 3 clusters Score -240417.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -240435.812500 Penalty: 3825.150391 Iteration 15Q: 3 clusters Score -240435.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -240452.109375 Penalty: 3825.150391 Iteration 16Q: 3 clusters Score -240452.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -240466.171875 Penalty: 3825.150391 Iteration 17Q: 3 clusters Score -240466.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -240477.156250 Penalty: 3825.150391 Iteration 18Q: 3 clusters Score -240477.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -240485.140625 Penalty: 3825.150391 Iteration 19Q: 3 clusters Score -240485.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -240493.281250 Penalty: 3825.150391 Iteration 20F: 3 clusters Score -240493.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -240502.781250 Penalty: 3825.150391 Iteration 21Q: 3 clusters Score -240502.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -240515.328125 Penalty: 3825.150391 Iteration 22Q: 3 clusters Score -240515.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -240525.140625 Penalty: 3825.150391 Iteration 23Q: 3 clusters Score -240525.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -240530.515625 Penalty: 3825.150391 Iteration 24Q: 3 clusters Score -240530.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -240535.437500 Penalty: 3825.150391 Iteration 25Q: 3 clusters Score -240535.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -240539.312500 Penalty: 3825.150391 Iteration 26Q: 3 clusters Score -240539.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -240543.171875 Penalty: 3825.150391 Iteration 27Q: 3 clusters Score -240543.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -240546.578125 Penalty: 3825.150391 Iteration 28Q: 3 clusters Score -240546.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -240550.609375 Penalty: 3825.150391 Iteration 29Q: 3 clusters Score -240550.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -240555.109375 Penalty: 3825.150391 Iteration 30Q: 3 clusters Score -240555.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -240557.187500 Penalty: 3825.150391 Iteration 31Q: 3 clusters Score -240557.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -240557.281250 Penalty: 3825.150391 Iteration 32Q: 3 clusters Score -240557.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -240558.640625 Penalty: 3825.150391 Iteration 33Q: 3 clusters Score -240558.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -240560.796875 Penalty: 3825.150391 Iteration 34Q: 3 clusters Score -240560.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -240562.093750 Penalty: 3825.150391 Iteration 35Q: 3 clusters Score -240562.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -240562.453125 Penalty: 3825.150391 Iteration 36Q: 3 clusters Score -240562.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -240562.921875 Penalty: 3825.150391 Iteration 37Q: 3 clusters Score -240562.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -240562.921875 Penalty: 3825.150391 Iteration 38F: 3 clusters Score -240562.9 nChanged 0 --- Evaluating fit on full set of 463957 points --- Entering Unmasked Estep Score: -53758440.000000 Penalty: 32357.917969 20->11 Clusters: Score -53758440.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 154652 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 7686 members Mstep: Class 3 contains 7695 members Mstep: Class 4 contains 7800 members Mstep: Class 5 contains 7659 members Mstep: Class 6 contains 7813 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 7758 members Mstep: Class 9 contains 7630 members Mstep: Class 10 contains 7680 members Mstep: Class 11 contains 7652 members Mstep: Class 12 contains 7764 members Mstep: Class 13 contains 7950 members Mstep: Class 14 contains 7879 members Mstep: Class 15 contains 7756 members Mstep: Class 16 contains 7677 members Mstep: Class 17 contains 7634 members Mstep: Class 18 contains 7800 members Mstep: Class 19 contains 7632 members Mstep: Class 20 contains 7740 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 181.250626 but Gain 2963.335938 Score: -16579458.000000 Penalty: 56303.371094 Iteration 0F: 20 clusters Score -1.657946e+07 nChanged 145217 Entering Unmasked Mstep Mstep: Class 0 contains 766 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 13531 members Mstep: Class 3 contains 5203 members Mstep: Class 4 contains 16364 members Mstep: Class 5 contains 3294 members Mstep: Class 6 contains 15220 members Mstep: Class 7 contains 8182 members Mstep: Class 8 contains 2549 members Mstep: Class 9 contains 5207 members Mstep: Class 10 contains 4003 members Mstep: Class 11 contains 2567 members Mstep: Class 12 contains 3391 members Mstep: Class 13 contains 1540 members Mstep: Class 14 contains 1529 members Mstep: Class 15 contains 23737 members Mstep: Class 16 contains 3689 members Mstep: Class 17 contains 7228 members Mstep: Class 19 contains 13376 members Mstep: Class 20 contains 12453 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 723.968262 but Gain 2963.335938 Score: -17443142.000000 Penalty: 53340.035156 Iteration 1F: 19 clusters Score -1.744314e+07 nChanged 73340 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 26400 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 16318 members Mstep: Class 5 contains 2774 members Mstep: Class 6 contains 7808 members Mstep: Class 7 contains 2044 members Mstep: Class 8 contains 822 members Mstep: Class 9 contains 4970 members Mstep: Class 10 contains 1025 members Mstep: Class 11 contains 1420 members Mstep: Class 12 contains 747 members Mstep: Class 13 contains 618 members Mstep: Class 14 contains 1305 members Mstep: Class 15 contains 38889 members Mstep: Class 17 contains 13310 members Mstep: Class 19 contains 12469 members Mstep: Class 20 contains 19193 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 523.084167 but Gain 2963.335938 Score: -17677120.000000 Penalty: 50376.699219 Iteration 2F: 18 clusters Score -1.767712e+07 nChanged 42002 Entering Unmasked Mstep Mstep: Class 0 contains 47 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 34938 members Mstep: Class 3 contains 1943 members Mstep: Class 4 contains 11730 members Mstep: Class 5 contains 3055 members Mstep: Class 6 contains 7594 members Mstep: Class 7 contains 1203 members Mstep: Class 8 contains 606 members Mstep: Class 9 contains 5074 members Mstep: Class 11 contains 1370 members Mstep: Class 12 contains 233 members Mstep: Class 13 contains 512 members Mstep: Class 14 contains 1373 members Mstep: Class 15 contains 37382 members Mstep: Class 17 contains 14950 members Mstep: Class 19 contains 11431 members Mstep: Class 20 contains 19729 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 985.567566 but Gain 2963.335938 Score: -17767934.000000 Penalty: 47413.363281 Iteration 3F: 17 clusters Score -1.776793e+07 nChanged 30606 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 2 contains 39500 members Mstep: Class 3 contains 2090 members Mstep: Class 4 contains 6817 members Mstep: Class 5 contains 3479 members Mstep: Class 6 contains 6252 members Mstep: Class 7 contains 1155 members Mstep: Class 8 contains 452 members Mstep: Class 9 contains 4684 members Mstep: Class 11 contains 1396 members Mstep: Class 12 contains 238 members Mstep: Class 13 contains 539 members Mstep: Class 14 contains 1404 members Mstep: Class 15 contains 41695 members Mstep: Class 17 contains 14411 members Mstep: Class 19 contains 9656 members Mstep: Class 20 contains 20851 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 1587.139648 but Gain 2963.332031 Score: -17817824.000000 Penalty: 44450.031250 Iteration 4F: 16 clusters Score -1.781782e+07 nChanged 22530 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 2 contains 40129 members Mstep: Class 3 contains 2120 members Mstep: Class 4 contains 3939 members Mstep: Class 5 contains 3797 members Mstep: Class 6 contains 4439 members Mstep: Class 7 contains 1367 members Mstep: Class 8 contains 422 members Mstep: Class 9 contains 4193 members Mstep: Class 11 contains 1305 members Mstep: Class 13 contains 536 members Mstep: Class 14 contains 1408 members Mstep: Class 15 contains 49030 members Mstep: Class 17 contains 11997 members Mstep: Class 19 contains 7425 members Mstep: Class 20 contains 22512 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 1804.216064 but Gain 2963.335938 Score: -17845408.000000 Penalty: 41486.695312 Iteration 5F: 15 clusters Score -1.784541e+07 nChanged 18363 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 2 contains 39608 members Mstep: Class 3 contains 2375 members Mstep: Class 4 contains 2170 members Mstep: Class 5 contains 4373 members Mstep: Class 6 contains 3031 members Mstep: Class 7 contains 1369 members Mstep: Class 8 contains 444 members Mstep: Class 9 contains 3351 members Mstep: Class 13 contains 537 members Mstep: Class 14 contains 1407 members Mstep: Class 15 contains 56664 members Mstep: Class 17 contains 8695 members Mstep: Class 19 contains 5679 members Mstep: Class 20 contains 24916 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 1038.421387 but Gain 2963.335938 Score: -17867766.000000 Penalty: 38523.359375 Iteration 6F: 14 clusters Score -1.786777e+07 nChanged 14711 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 2 contains 38696 members Mstep: Class 3 contains 2365 members Mstep: Class 5 contains 4467 members Mstep: Class 6 contains 2058 members Mstep: Class 7 contains 1369 members Mstep: Class 8 contains 487 members Mstep: Class 9 contains 2285 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1409 members Mstep: Class 15 contains 63423 members Mstep: Class 17 contains 5543 members Mstep: Class 19 contains 4423 members Mstep: Class 20 contains 27560 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 2098.522705 but Gain 2963.335938 Score: -17883892.000000 Penalty: 35560.023438 Iteration 7F: 13 clusters Score -1.788389e+07 nChanged 10278 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 37552 members Mstep: Class 3 contains 2402 members Mstep: Class 5 contains 4765 members Mstep: Class 7 contains 1369 members Mstep: Class 8 contains 532 members Mstep: Class 9 contains 1677 members Mstep: Class 13 contains 530 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 68227 members Mstep: Class 17 contains 3450 members Mstep: Class 19 contains 3625 members Mstep: Class 20 contains 29081 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 2362.110352 but Gain 2963.335938 Score: -17893856.000000 Penalty: 32596.687500 Iteration 8F: 12 clusters Score -1.789386e+07 nChanged 6559 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 2 contains 36730 members Mstep: Class 3 contains 2392 members Mstep: Class 5 contains 4817 members Mstep: Class 7 contains 1370 members Mstep: Class 8 contains 575 members Mstep: Class 13 contains 537 members Mstep: Class 14 contains 1416 members Mstep: Class 15 contains 71187 members Mstep: Class 17 contains 2564 members Mstep: Class 19 contains 3131 members Mstep: Class 20 contains 29901 members Entering Unmasked Estep ConsiderDeletion Score: -17898942.000000 Penalty: 32596.687500 Iteration 9Q: 12 clusters Score -1.789894e+07 nChanged 3121 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 36303 members Mstep: Class 3 contains 2413 members Mstep: Class 5 contains 4832 members Mstep: Class 7 contains 1369 members Mstep: Class 8 contains 612 members Mstep: Class 13 contains 536 members Mstep: Class 14 contains 1416 members Mstep: Class 15 contains 72707 members Mstep: Class 17 contains 2066 members Mstep: Class 19 contains 2769 members Mstep: Class 20 contains 29598 members Entering Unmasked Estep ConsiderDeletion Score: -17900348.000000 Penalty: 32596.687500 Iteration 10Q: 12 clusters Score -1.790035e+07 nChanged 1928 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 36050 members Mstep: Class 3 contains 2439 members Mstep: Class 5 contains 4836 members Mstep: Class 7 contains 1367 members Mstep: Class 8 contains 650 members Mstep: Class 13 contains 533 members Mstep: Class 14 contains 1412 members Mstep: Class 15 contains 73654 members Mstep: Class 17 contains 1812 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 29313 members Entering Unmasked Estep ConsiderDeletion Score: -17901186.000000 Penalty: 32596.687500 Iteration 11Q: 12 clusters Score -1.790119e+07 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 35863 members Mstep: Class 3 contains 2486 members Mstep: Class 5 contains 4842 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 674 members Mstep: Class 13 contains 533 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 74257 members Mstep: Class 17 contains 1667 members Mstep: Class 19 contains 2421 members Mstep: Class 20 contains 29102 members Entering Unmasked Estep ConsiderDeletion Score: -17901716.000000 Penalty: 32596.687500 Iteration 12Q: 12 clusters Score -1.790172e+07 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 35729 members Mstep: Class 3 contains 2545 members Mstep: Class 5 contains 4816 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 707 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 74653 members Mstep: Class 17 contains 1576 members Mstep: Class 19 contains 2333 members Mstep: Class 20 contains 28952 members Entering Unmasked Estep ConsiderDeletion Score: -17902120.000000 Penalty: 32596.687500 Iteration 13Q: 12 clusters Score -1.790212e+07 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 35635 members Mstep: Class 3 contains 2604 members Mstep: Class 5 contains 4810 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 731 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 74855 members Mstep: Class 17 contains 1545 members Mstep: Class 19 contains 2292 members Mstep: Class 20 contains 28838 members Entering Unmasked Estep ConsiderDeletion Score: -17902346.000000 Penalty: 32596.687500 Iteration 14Q: 12 clusters Score -1.790235e+07 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 35577 members Mstep: Class 3 contains 2688 members Mstep: Class 5 contains 4773 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 750 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 74977 members Mstep: Class 17 contains 1541 members Mstep: Class 19 contains 2267 members Mstep: Class 20 contains 28737 members Entering Unmasked Estep ConsiderDeletion Score: -17902516.000000 Penalty: 32596.687500 Iteration 15Q: 12 clusters Score -1.790252e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 35539 members Mstep: Class 3 contains 2784 members Mstep: Class 5 contains 4728 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 767 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 75069 members Mstep: Class 17 contains 1543 members Mstep: Class 19 contains 2230 members Mstep: Class 20 contains 28650 members Entering Unmasked Estep ConsiderDeletion Score: -17902662.000000 Penalty: 32596.687500 Iteration 16Q: 12 clusters Score -1.790266e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 35507 members Mstep: Class 3 contains 2887 members Mstep: Class 5 contains 4679 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 785 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 75124 members Mstep: Class 17 contains 1545 members Mstep: Class 19 contains 2202 members Mstep: Class 20 contains 28581 members Entering Unmasked Estep ConsiderDeletion Score: -17902788.000000 Penalty: 32596.687500 Iteration 17Q: 12 clusters Score -1.790279e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 35487 members Mstep: Class 3 contains 3005 members Mstep: Class 5 contains 4609 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 802 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 75135 members Mstep: Class 17 contains 1547 members Mstep: Class 19 contains 2188 members Mstep: Class 20 contains 28537 members Entering Unmasked Estep ConsiderDeletion Score: -17902890.000000 Penalty: 32596.687500 Iteration 18Q: 12 clusters Score -1.790289e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 35472 members Mstep: Class 3 contains 3129 members Mstep: Class 5 contains 4531 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 823 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 75126 members Mstep: Class 17 contains 1549 members Mstep: Class 19 contains 2175 members Mstep: Class 20 contains 28505 members Entering Unmasked Estep ConsiderDeletion Score: -17903006.000000 Penalty: 32596.687500 Iteration 19Q: 12 clusters Score -1.790301e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 2 contains 35465 members Mstep: Class 3 contains 3249 members Mstep: Class 5 contains 4461 members Mstep: Class 7 contains 1366 members Mstep: Class 8 contains 838 members Mstep: Class 13 contains 535 members Mstep: Class 14 contains 1410 members Mstep: Class 15 contains 75126 members Mstep: Class 17 contains 1543 members Mstep: Class 19 contains 2159 members Mstep: Class 20 contains 28469 members Entering Unmasked Estep ConsiderDeletion Score: -17903170.000000 Penalty: 32596.687500 Iteration 20F: 12 clusters Score -1.790317e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35460 members Mstep: Class 3 contains 3374 members Mstep: Class 5 contains 4377 members Mstep: Class 7 contains 1359 members Mstep: Class 8 contains 845 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1404 members Mstep: Class 15 contains 75109 members Mstep: Class 17 contains 1564 members Mstep: Class 19 contains 2146 members Mstep: Class 20 contains 28452 members Entering Unmasked Estep ConsiderDeletion Score: -17903438.000000 Penalty: 32596.687500 Iteration 21Q: 12 clusters Score -1.790344e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35459 members Mstep: Class 3 contains 3489 members Mstep: Class 5 contains 4311 members Mstep: Class 7 contains 1356 members Mstep: Class 8 contains 860 members Mstep: Class 13 contains 533 members Mstep: Class 14 contains 1397 members Mstep: Class 15 contains 75106 members Mstep: Class 17 contains 1553 members Mstep: Class 19 contains 2125 members Mstep: Class 20 contains 28435 members Entering Unmasked Estep ConsiderDeletion Score: -17903550.000000 Penalty: 32596.687500 Iteration 22Q: 12 clusters Score -1.790355e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35455 members Mstep: Class 3 contains 3594 members Mstep: Class 5 contains 4250 members Mstep: Class 7 contains 1352 members Mstep: Class 8 contains 876 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 75094 members Mstep: Class 17 contains 1541 members Mstep: Class 19 contains 2111 members Mstep: Class 20 contains 28423 members Entering Unmasked Estep ConsiderDeletion Score: -17903670.000000 Penalty: 32596.687500 Iteration 23Q: 12 clusters Score -1.790367e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35452 members Mstep: Class 3 contains 3732 members Mstep: Class 5 contains 4167 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 891 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 75062 members Mstep: Class 17 contains 1530 members Mstep: Class 19 contains 2101 members Mstep: Class 20 contains 28412 members Entering Unmasked Estep ConsiderDeletion Score: -17903762.000000 Penalty: 32596.687500 Iteration 24Q: 12 clusters Score -1.790376e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35451 members Mstep: Class 3 contains 3886 members Mstep: Class 5 contains 4083 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 898 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 75013 members Mstep: Class 17 contains 1513 members Mstep: Class 19 contains 2094 members Mstep: Class 20 contains 28409 members Entering Unmasked Estep ConsiderDeletion Score: -17903840.000000 Penalty: 32596.687500 Iteration 25Q: 12 clusters Score -1.790384e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35451 members Mstep: Class 3 contains 4024 members Mstep: Class 5 contains 4014 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 910 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74965 members Mstep: Class 17 contains 1499 members Mstep: Class 19 contains 2080 members Mstep: Class 20 contains 28404 members Entering Unmasked Estep ConsiderDeletion Score: -17903834.000000 Penalty: 32596.687500 Iteration 26Q: 12 clusters Score -1.790383e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35449 members Mstep: Class 3 contains 4155 members Mstep: Class 5 contains 3947 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 919 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74911 members Mstep: Class 17 contains 1492 members Mstep: Class 19 contains 2071 members Mstep: Class 20 contains 28403 members Entering Unmasked Estep ConsiderDeletion Score: -17903910.000000 Penalty: 32596.687500 Iteration 27Q: 12 clusters Score -1.790391e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35448 members Mstep: Class 3 contains 4278 members Mstep: Class 5 contains 3884 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 932 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74879 members Mstep: Class 17 contains 1482 members Mstep: Class 19 contains 2048 members Mstep: Class 20 contains 28396 members Entering Unmasked Estep ConsiderDeletion Score: -17903960.000000 Penalty: 32596.687500 Iteration 28Q: 12 clusters Score -1.790396e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35451 members Mstep: Class 3 contains 4398 members Mstep: Class 5 contains 3815 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 944 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74835 members Mstep: Class 17 contains 1472 members Mstep: Class 19 contains 2038 members Mstep: Class 20 contains 28394 members Entering Unmasked Estep ConsiderDeletion Score: -17904018.000000 Penalty: 32596.687500 Iteration 29Q: 12 clusters Score -1.790402e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35449 members Mstep: Class 3 contains 4501 members Mstep: Class 5 contains 3754 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 954 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74796 members Mstep: Class 17 contains 1475 members Mstep: Class 19 contains 2033 members Mstep: Class 20 contains 28385 members Entering Unmasked Estep ConsiderDeletion Score: -17904042.000000 Penalty: 32596.687500 Iteration 30Q: 12 clusters Score -1.790404e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35448 members Mstep: Class 3 contains 4585 members Mstep: Class 5 contains 3701 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 957 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74773 members Mstep: Class 17 contains 1471 members Mstep: Class 19 contains 2030 members Mstep: Class 20 contains 28382 members Entering Unmasked Estep ConsiderDeletion Score: -17904060.000000 Penalty: 32596.687500 Iteration 31Q: 12 clusters Score -1.790406e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35447 members Mstep: Class 3 contains 4681 members Mstep: Class 5 contains 3648 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 963 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74738 members Mstep: Class 17 contains 1470 members Mstep: Class 19 contains 2022 members Mstep: Class 20 contains 28378 members Entering Unmasked Estep ConsiderDeletion Score: -17904076.000000 Penalty: 32596.687500 Iteration 32Q: 12 clusters Score -1.790408e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35447 members Mstep: Class 3 contains 4781 members Mstep: Class 5 contains 3585 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 969 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74715 members Mstep: Class 17 contains 1463 members Mstep: Class 19 contains 2014 members Mstep: Class 20 contains 28373 members Entering Unmasked Estep ConsiderDeletion Score: -17904144.000000 Penalty: 32596.687500 Iteration 33Q: 12 clusters Score -1.790414e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35447 members Mstep: Class 3 contains 4896 members Mstep: Class 5 contains 3524 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 976 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74671 members Mstep: Class 17 contains 1462 members Mstep: Class 19 contains 2000 members Mstep: Class 20 contains 28371 members Entering Unmasked Estep ConsiderDeletion Score: -17904146.000000 Penalty: 32596.687500 Iteration 34Q: 12 clusters Score -1.790415e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35448 members Mstep: Class 3 contains 4990 members Mstep: Class 5 contains 3480 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 988 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74619 members Mstep: Class 17 contains 1459 members Mstep: Class 19 contains 1993 members Mstep: Class 20 contains 28370 members Entering Unmasked Estep ConsiderDeletion Score: -17904188.000000 Penalty: 32596.687500 Iteration 35Q: 12 clusters Score -1.790419e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35450 members Mstep: Class 3 contains 5082 members Mstep: Class 5 contains 3438 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 994 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74573 members Mstep: Class 17 contains 1454 members Mstep: Class 19 contains 1987 members Mstep: Class 20 contains 28369 members Entering Unmasked Estep ConsiderDeletion Score: -17904220.000000 Penalty: 32596.687500 Iteration 36Q: 12 clusters Score -1.790422e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35452 members Mstep: Class 3 contains 5157 members Mstep: Class 5 contains 3408 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 1004 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74531 members Mstep: Class 17 contains 1449 members Mstep: Class 19 contains 1981 members Mstep: Class 20 contains 28365 members Entering Unmasked Estep ConsiderDeletion Score: -17904240.000000 Penalty: 32596.687500 Iteration 37Q: 12 clusters Score -1.790424e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35451 members Mstep: Class 3 contains 5250 members Mstep: Class 5 contains 3366 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 1010 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74481 members Mstep: Class 17 contains 1447 members Mstep: Class 19 contains 1981 members Mstep: Class 20 contains 28361 members Entering Unmasked Estep ConsiderDeletion Score: -17904268.000000 Penalty: 32596.687500 Iteration 38Q: 12 clusters Score -1.790427e+07 nChanged 121 Entering ConstructFrom: Score: -17904268.000000 Penalty: 32596.687500 Entering ConstructFrom: Trying to split cluster 2 (35449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35449 members Entering Unmasked Estep Score: -4519497.000000 Penalty: 2598.010742 Iteration 0F: 2 clusters Score -4519497 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17767 members Mstep: Class 2 contains 17682 members Entering Unmasked Estep Score: -4495471.000000 Penalty: 5196.021484 Iteration 0F: 3 clusters Score -4495471 nChanged 16104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18317 members Mstep: Class 2 contains 17132 members Entering Unmasked Estep Score: -4504341.500000 Penalty: 5196.021484 Iteration 1F: 3 clusters Score -4504342 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18742 members Mstep: Class 2 contains 16707 members Entering Unmasked Estep Score: -4504999.000000 Penalty: 5196.021484 Iteration 2F: 3 clusters Score -4504999 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19422 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -4505790.500000 Penalty: 5196.021484 Iteration 3F: 3 clusters Score -4505790 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20379 members Mstep: Class 2 contains 15070 members Entering Unmasked Estep Score: -4506905.000000 Penalty: 5196.021484 Iteration 4F: 3 clusters Score -4506905 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21708 members Mstep: Class 2 contains 13741 members Entering Unmasked Estep Score: -4508328.000000 Penalty: 5196.021484 Iteration 5F: 3 clusters Score -4508328 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23236 members Mstep: Class 2 contains 12213 members Entering Unmasked Estep Score: -4509934.500000 Penalty: 5196.021484 Iteration 6F: 3 clusters Score -4509934 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24759 members Mstep: Class 2 contains 10690 members Entering Unmasked Estep Score: -4511360.000000 Penalty: 5196.021484 Iteration 7F: 3 clusters Score -4511360 nChanged 1930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26213 members Mstep: Class 2 contains 9236 members Entering Unmasked Estep Score: -4512504.000000 Penalty: 5196.021484 Iteration 8F: 3 clusters Score -4512504 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27585 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -4513395.500000 Penalty: 5196.021484 Iteration 9Q: 3 clusters Score -4513396 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28853 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -4514171.000000 Penalty: 5196.021484 Iteration 10Q: 3 clusters Score -4514171 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29967 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -4514798.500000 Penalty: 5196.021484 Iteration 11Q: 3 clusters Score -4514798 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30932 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -4515386.500000 Penalty: 5196.021484 Iteration 12Q: 3 clusters Score -4515386 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31792 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -4515896.000000 Penalty: 5196.021484 Iteration 13Q: 3 clusters Score -4515896 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32509 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -4516332.000000 Penalty: 5196.021484 Iteration 14Q: 3 clusters Score -4516332 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33052 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -4516677.000000 Penalty: 5196.021484 Iteration 15Q: 3 clusters Score -4516677 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33464 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -4516889.000000 Penalty: 5196.021484 Iteration 16Q: 3 clusters Score -4516889 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33756 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -4517052.500000 Penalty: 5196.021484 Iteration 17Q: 3 clusters Score -4517052 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33962 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -4517160.000000 Penalty: 5196.021484 Iteration 18Q: 3 clusters Score -4517160 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34122 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -4517242.000000 Penalty: 5196.021484 Iteration 19Q: 3 clusters Score -4517242 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34236 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -4517278.000000 Penalty: 5196.021484 Iteration 20F: 3 clusters Score -4517278 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34330 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -4517333.000000 Penalty: 5196.021484 Iteration 21Q: 3 clusters Score -4517333 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34397 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -4517363.500000 Penalty: 5196.021484 Iteration 22Q: 3 clusters Score -4517364 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34444 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -4517406.500000 Penalty: 5196.021484 Iteration 23Q: 3 clusters Score -4517406 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34484 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -4517430.500000 Penalty: 5196.021484 Iteration 24Q: 3 clusters Score -4517430 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34521 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -4517454.000000 Penalty: 5196.021484 Iteration 25Q: 3 clusters Score -4517454 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34550 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -4517462.000000 Penalty: 5196.021484 Iteration 26Q: 3 clusters Score -4517462 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34561 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -4517473.000000 Penalty: 5196.021484 Iteration 27Q: 3 clusters Score -4517473 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34572 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -4517483.500000 Penalty: 5196.021484 Iteration 28Q: 3 clusters Score -4517484 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34582 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -4517487.000000 Penalty: 5196.021484 Iteration 29Q: 3 clusters Score -4517487 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34587 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -4517485.000000 Penalty: 5196.021484 Iteration 30Q: 3 clusters Score -4517485 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34593 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -4517491.000000 Penalty: 5196.021484 Iteration 31Q: 3 clusters Score -4517491 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34598 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -4517492.000000 Penalty: 5196.021484 Iteration 32Q: 3 clusters Score -4517492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34601 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -4517493.500000 Penalty: 5196.021484 Iteration 33Q: 3 clusters Score -4517494 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34602 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -4517494.500000 Penalty: 5196.021484 Iteration 34Q: 3 clusters Score -4517494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34603 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -4517490.000000 Penalty: 5196.021484 Iteration 35Q: 3 clusters Score -4517490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34605 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -4517499.500000 Penalty: 5196.021484 Iteration 36Q: 3 clusters Score -4517500 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34607 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -4517499.500000 Penalty: 5196.021484 Iteration 37Q: 3 clusters Score -4517500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34611 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -4517499.500000 Penalty: 5196.021484 Iteration 38Q: 3 clusters Score -4517500 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34618 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -4517501.500000 Penalty: 5196.021484 Iteration 39Q: 3 clusters Score -4517502 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34627 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -4517506.500000 Penalty: 5196.021484 Iteration 40F: 3 clusters Score -4517506 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34635 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -4517506.000000 Penalty: 5196.021484 Iteration 41Q: 3 clusters Score -4517506 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34641 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -4517509.500000 Penalty: 5196.021484 Iteration 42Q: 3 clusters Score -4517510 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34645 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -4517514.500000 Penalty: 5196.021484 Iteration 43Q: 3 clusters Score -4517514 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34655 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -4517527.000000 Penalty: 5196.021484 Iteration 44Q: 3 clusters Score -4517527 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34663 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -4517530.500000 Penalty: 5196.021484 Iteration 45Q: 3 clusters Score -4517530 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34668 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -4517530.500000 Penalty: 5196.021484 Iteration 46Q: 3 clusters Score -4517530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34672 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -4517535.500000 Penalty: 5196.021484 Iteration 47Q: 3 clusters Score -4517536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34674 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -4517540.500000 Penalty: 5196.021484 Iteration 48Q: 3 clusters Score -4517540 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34676 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -4517536.500000 Penalty: 5196.021484 Iteration 49Q: 3 clusters Score -4517536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34677 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -4517540.000000 Penalty: 5196.021484 Iteration 50Q: 3 clusters Score -4517540 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34676 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -4517538.500000 Penalty: 5196.021484 Iteration 51Q: 3 clusters Score -4517538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34677 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -4517541.500000 Penalty: 5196.021484 Iteration 52Q: 3 clusters Score -4517542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34677 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -4517541.500000 Penalty: 5196.021484 Iteration 53F: 3 clusters Score -4517542 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5337 members Entering Unmasked Estep Score: -614113.625000 Penalty: 2128.439941 Iteration 0F: 2 clusters Score -614113.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -609349.125000 Penalty: 4256.879883 Iteration 0F: 3 clusters Score -609349.1 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -610500.812500 Penalty: 4256.879883 Iteration 1F: 3 clusters Score -610500.8 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -610721.125000 Penalty: 4256.879883 Iteration 2F: 3 clusters Score -610721.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -610845.437500 Penalty: 4256.879883 Iteration 3Q: 3 clusters Score -610845.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -610951.812500 Penalty: 4256.879883 Iteration 4Q: 3 clusters Score -610951.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -611042.875000 Penalty: 4256.879883 Iteration 5Q: 3 clusters Score -611042.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -611114.187500 Penalty: 4256.879883 Iteration 6Q: 3 clusters Score -611114.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -611176.625000 Penalty: 4256.879883 Iteration 7Q: 3 clusters Score -611176.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -611248.375000 Penalty: 4256.879883 Iteration 8Q: 3 clusters Score -611248.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -611326.625000 Penalty: 4256.879883 Iteration 9Q: 3 clusters Score -611326.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -611414.625000 Penalty: 4256.879883 Iteration 10Q: 3 clusters Score -611414.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -611506.562500 Penalty: 4256.879883 Iteration 11Q: 3 clusters Score -611506.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -611580.875000 Penalty: 4256.879883 Iteration 12Q: 3 clusters Score -611580.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -611642.062500 Penalty: 4256.879883 Iteration 13Q: 3 clusters Score -611642.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -611698.250000 Penalty: 4256.879883 Iteration 14Q: 3 clusters Score -611698.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -611741.125000 Penalty: 4256.879883 Iteration 15Q: 3 clusters Score -611741.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -611778.937500 Penalty: 4256.879883 Iteration 16Q: 3 clusters Score -611778.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -611819.500000 Penalty: 4256.879883 Iteration 17Q: 3 clusters Score -611819.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -611859.250000 Penalty: 4256.879883 Iteration 18Q: 3 clusters Score -611859.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -611885.562500 Penalty: 4256.879883 Iteration 19Q: 3 clusters Score -611885.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -611910.562500 Penalty: 4256.879883 Iteration 20F: 3 clusters Score -611910.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -611935.562500 Penalty: 4256.879883 Iteration 21Q: 3 clusters Score -611935.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -611950.937500 Penalty: 4256.879883 Iteration 22Q: 3 clusters Score -611950.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -611965.937500 Penalty: 4256.879883 Iteration 23Q: 3 clusters Score -611965.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -611980.937500 Penalty: 4256.879883 Iteration 24Q: 3 clusters Score -611980.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -611989.812500 Penalty: 4256.879883 Iteration 25Q: 3 clusters Score -611989.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -611999.875000 Penalty: 4256.879883 Iteration 26Q: 3 clusters Score -611999.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -612006.812500 Penalty: 4256.879883 Iteration 27Q: 3 clusters Score -612006.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -612016.937500 Penalty: 4256.879883 Iteration 28Q: 3 clusters Score -612016.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -612028.750000 Penalty: 4256.879883 Iteration 29Q: 3 clusters Score -612028.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -612041.125000 Penalty: 4256.879883 Iteration 30Q: 3 clusters Score -612041.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -612053.125000 Penalty: 4256.879883 Iteration 31Q: 3 clusters Score -612053.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -612074.437500 Penalty: 4256.879883 Iteration 32Q: 3 clusters Score -612074.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -612094.375000 Penalty: 4256.879883 Iteration 33Q: 3 clusters Score -612094.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -612115.250000 Penalty: 4256.879883 Iteration 34Q: 3 clusters Score -612115.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -612123.562500 Penalty: 4256.879883 Iteration 35Q: 3 clusters Score -612123.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -612134.312500 Penalty: 4256.879883 Iteration 36Q: 3 clusters Score -612134.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -612142.562500 Penalty: 4256.879883 Iteration 37Q: 3 clusters Score -612142.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -612149.125000 Penalty: 4256.879883 Iteration 38Q: 3 clusters Score -612149.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -612162.125000 Penalty: 4256.879883 Iteration 39Q: 3 clusters Score -612162.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -612176.000000 Penalty: 4256.879883 Iteration 40F: 3 clusters Score -612176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -612180.312500 Penalty: 4256.879883 Iteration 41Q: 3 clusters Score -612180.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -612180.687500 Penalty: 4256.879883 Iteration 42Q: 3 clusters Score -612180.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -612182.875000 Penalty: 4256.879883 Iteration 43Q: 3 clusters Score -612182.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -612183.875000 Penalty: 4256.879883 Iteration 44Q: 3 clusters Score -612183.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -612185.500000 Penalty: 4256.879883 Iteration 45Q: 3 clusters Score -612185.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -612185.500000 Penalty: 4256.879883 Iteration 46F: 3 clusters Score -612185.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Entering Unmasked Estep Score: -360800.875000 Penalty: 2011.609375 Iteration 0F: 2 clusters Score -360800.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -357380.562500 Penalty: 4023.218750 Iteration 0F: 3 clusters Score -357380.6 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -358106.250000 Penalty: 4023.218750 Iteration 1F: 3 clusters Score -358106.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -358308.750000 Penalty: 4023.218750 Iteration 2F: 3 clusters Score -358308.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -358419.687500 Penalty: 4023.218750 Iteration 3Q: 3 clusters Score -358419.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -358510.531250 Penalty: 4023.218750 Iteration 4Q: 3 clusters Score -358510.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -358583.812500 Penalty: 4023.218750 Iteration 5Q: 3 clusters Score -358583.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -358647.000000 Penalty: 4023.218750 Iteration 6Q: 3 clusters Score -358647 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -358693.218750 Penalty: 4023.218750 Iteration 7Q: 3 clusters Score -358693.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -358735.062500 Penalty: 4023.218750 Iteration 8Q: 3 clusters Score -358735.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -358763.593750 Penalty: 4023.218750 Iteration 9Q: 3 clusters Score -358763.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -358786.562500 Penalty: 4023.218750 Iteration 10Q: 3 clusters Score -358786.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -358809.406250 Penalty: 4023.218750 Iteration 11Q: 3 clusters Score -358809.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -358826.656250 Penalty: 4023.218750 Iteration 12Q: 3 clusters Score -358826.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -358838.093750 Penalty: 4023.218750 Iteration 13Q: 3 clusters Score -358838.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -358851.093750 Penalty: 4023.218750 Iteration 14Q: 3 clusters Score -358851.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -358865.125000 Penalty: 4023.218750 Iteration 15Q: 3 clusters Score -358865.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -358884.156250 Penalty: 4023.218750 Iteration 16Q: 3 clusters Score -358884.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -358902.531250 Penalty: 4023.218750 Iteration 17Q: 3 clusters Score -358902.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -358917.531250 Penalty: 4023.218750 Iteration 18Q: 3 clusters Score -358917.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -358935.500000 Penalty: 4023.218750 Iteration 19Q: 3 clusters Score -358935.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -358957.437500 Penalty: 4023.218750 Iteration 20F: 3 clusters Score -358957.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -358988.531250 Penalty: 4023.218750 Iteration 21Q: 3 clusters Score -358988.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -359014.437500 Penalty: 4023.218750 Iteration 22Q: 3 clusters Score -359014.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -359033.312500 Penalty: 4023.218750 Iteration 23Q: 3 clusters Score -359033.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -359046.218750 Penalty: 4023.218750 Iteration 24Q: 3 clusters Score -359046.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -359058.968750 Penalty: 4023.218750 Iteration 25Q: 3 clusters Score -359059 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -359076.281250 Penalty: 4023.218750 Iteration 26Q: 3 clusters Score -359076.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -359093.000000 Penalty: 4023.218750 Iteration 27Q: 3 clusters Score -359093 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -359112.781250 Penalty: 4023.218750 Iteration 28Q: 3 clusters Score -359112.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -359129.125000 Penalty: 4023.218750 Iteration 29Q: 3 clusters Score -359129.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -359142.687500 Penalty: 4023.218750 Iteration 30Q: 3 clusters Score -359142.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -359159.750000 Penalty: 4023.218750 Iteration 31Q: 3 clusters Score -359159.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -359177.125000 Penalty: 4023.218750 Iteration 32Q: 3 clusters Score -359177.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -359193.593750 Penalty: 4023.218750 Iteration 33Q: 3 clusters Score -359193.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -359203.718750 Penalty: 4023.218750 Iteration 34Q: 3 clusters Score -359203.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -359213.718750 Penalty: 4023.218750 Iteration 35Q: 3 clusters Score -359213.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -359222.718750 Penalty: 4023.218750 Iteration 36Q: 3 clusters Score -359222.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -359227.718750 Penalty: 4023.218750 Iteration 37Q: 3 clusters Score -359227.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -359231.812500 Penalty: 4023.218750 Iteration 38Q: 3 clusters Score -359231.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -359235.062500 Penalty: 4023.218750 Iteration 39Q: 3 clusters Score -359235.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -359236.937500 Penalty: 4023.218750 Iteration 40F: 3 clusters Score -359236.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -359239.156250 Penalty: 4023.218750 Iteration 41Q: 3 clusters Score -359239.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -359239.156250 Penalty: 4023.218750 Iteration 42Q: 3 clusters Score -359239.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -359240.781250 Penalty: 4023.218750 Iteration 43Q: 3 clusters Score -359240.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -359241.843750 Penalty: 4023.218750 Iteration 44Q: 3 clusters Score -359241.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -359243.343750 Penalty: 4023.218750 Iteration 45Q: 3 clusters Score -359243.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -359243.156250 Penalty: 4023.218750 Iteration 46Q: 3 clusters Score -359243.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -359243.156250 Penalty: 4023.218750 Iteration 47F: 3 clusters Score -359243.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Entering Unmasked Estep Score: -137373.421875 Penalty: 1787.365479 Iteration 0F: 2 clusters Score -137373.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -135232.671875 Penalty: 3574.730957 Iteration 0F: 3 clusters Score -135232.7 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -135631.046875 Penalty: 3574.730957 Iteration 1F: 3 clusters Score -135631 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -135773.250000 Penalty: 3574.730957 Iteration 2F: 3 clusters Score -135773.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -135859.953125 Penalty: 3574.730957 Iteration 3Q: 3 clusters Score -135860 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -135947.687500 Penalty: 3574.730957 Iteration 4Q: 3 clusters Score -135947.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -136018.078125 Penalty: 3574.730957 Iteration 5Q: 3 clusters Score -136018.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -136101.093750 Penalty: 3574.730957 Iteration 6Q: 3 clusters Score -136101.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -136163.656250 Penalty: 3574.730957 Iteration 7Q: 3 clusters Score -136163.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -136210.281250 Penalty: 3574.730957 Iteration 8Q: 3 clusters Score -136210.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -136287.296875 Penalty: 3574.730957 Iteration 9Q: 3 clusters Score -136287.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -136421.140625 Penalty: 3574.730957 Iteration 10Q: 3 clusters Score -136421.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -136598.984375 Penalty: 3574.730957 Iteration 11Q: 3 clusters Score -136599 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -136750.171875 Penalty: 3574.730957 Iteration 12Q: 3 clusters Score -136750.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -136804.375000 Penalty: 3574.730957 Iteration 13Q: 3 clusters Score -136804.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -136835.515625 Penalty: 3574.730957 Iteration 14Q: 3 clusters Score -136835.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -136850.375000 Penalty: 3574.730957 Iteration 15Q: 3 clusters Score -136850.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -136854.984375 Penalty: 3574.730957 Iteration 16Q: 3 clusters Score -136855 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -136862.171875 Penalty: 3574.730957 Iteration 17Q: 3 clusters Score -136862.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -136874.281250 Penalty: 3574.730957 Iteration 18Q: 3 clusters Score -136874.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -136894.296875 Penalty: 3574.730957 Iteration 19Q: 3 clusters Score -136894.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -136899.890625 Penalty: 3574.730957 Iteration 20F: 3 clusters Score -136899.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -136906.296875 Penalty: 3574.730957 Iteration 21Q: 3 clusters Score -136906.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -136909.437500 Penalty: 3574.730957 Iteration 22Q: 3 clusters Score -136909.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -136911.984375 Penalty: 3574.730957 Iteration 23Q: 3 clusters Score -136912 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -136911.984375 Penalty: 3574.730957 Iteration 24F: 3 clusters Score -136912 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Entering Unmasked Estep Score: -113028.296875 Penalty: 1716.326538 Iteration 0F: 2 clusters Score -113028.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -111085.929688 Penalty: 3432.653076 Iteration 0F: 3 clusters Score -111085.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -111364.570312 Penalty: 3432.653076 Iteration 1F: 3 clusters Score -111364.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -111465.507812 Penalty: 3432.653076 Iteration 2F: 3 clusters Score -111465.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -111513.695312 Penalty: 3432.653076 Iteration 3Q: 3 clusters Score -111513.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -111545.789062 Penalty: 3432.653076 Iteration 4Q: 3 clusters Score -111545.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -111562.289062 Penalty: 3432.653076 Iteration 5Q: 3 clusters Score -111562.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -111570.609375 Penalty: 3432.653076 Iteration 6Q: 3 clusters Score -111570.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -111575.765625 Penalty: 3432.653076 Iteration 7Q: 3 clusters Score -111575.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -111575.765625 Penalty: 3432.653076 Iteration 8F: 3 clusters Score -111575.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Entering Unmasked Estep Score: -54042.355469 Penalty: 1557.538208 Iteration 0F: 2 clusters Score -54042.36 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 269 members Entering Unmasked Estep Score: -52576.371094 Penalty: 3115.076416 Iteration 0F: 3 clusters Score -52576.37 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -52789.437500 Penalty: 3115.076416 Iteration 1F: 3 clusters Score -52789.44 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -52873.371094 Penalty: 3115.076416 Iteration 2F: 3 clusters Score -52873.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -52906.503906 Penalty: 3115.076416 Iteration 3Q: 3 clusters Score -52906.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -52926.933594 Penalty: 3115.076416 Iteration 4Q: 3 clusters Score -52926.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -52954.070312 Penalty: 3115.076416 Iteration 5Q: 3 clusters Score -52954.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -53011.492188 Penalty: 3115.076416 Iteration 6Q: 3 clusters Score -53011.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -53097.511719 Penalty: 3115.076416 Iteration 7Q: 3 clusters Score -53097.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -53184.992188 Penalty: 3115.076416 Iteration 8Q: 3 clusters Score -53184.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -53216.656250 Penalty: 3115.076416 Iteration 9Q: 3 clusters Score -53216.66 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -53253.726562 Penalty: 3115.076416 Iteration 10Q: 3 clusters Score -53253.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -53284.285156 Penalty: 3115.076416 Iteration 11Q: 3 clusters Score -53284.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -53322.027344 Penalty: 3115.076416 Iteration 12Q: 3 clusters Score -53322.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -53334.085938 Penalty: 3115.076416 Iteration 13Q: 3 clusters Score -53334.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -53365.382812 Penalty: 3115.076416 Iteration 14Q: 3 clusters Score -53365.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -53470.949219 Penalty: 3115.076416 Iteration 15Q: 3 clusters Score -53470.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -53606.843750 Penalty: 3115.076416 Iteration 16Q: 3 clusters Score -53606.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -53736.488281 Penalty: 3115.076416 Iteration 17Q: 3 clusters Score -53736.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -53795.042969 Penalty: 3115.076416 Iteration 18Q: 3 clusters Score -53795.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -53853.070312 Penalty: 3115.076416 Iteration 19Q: 3 clusters Score -53853.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -53892.039062 Penalty: 3115.076416 Iteration 20F: 3 clusters Score -53892.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -53970.832031 Penalty: 3115.076416 Iteration 21Q: 3 clusters Score -53970.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -54007.906250 Penalty: 3115.076416 Iteration 22Q: 3 clusters Score -54007.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -54023.894531 Penalty: 3115.076416 Iteration 23Q: 3 clusters Score -54023.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -54043.785156 Penalty: 3115.076416 Iteration 24Q: 3 clusters Score -54043.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -54053.683594 Penalty: 3115.076416 Iteration 25Q: 3 clusters Score -54053.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -54066.140625 Penalty: 3115.076416 Iteration 26Q: 3 clusters Score -54066.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -54070.171875 Penalty: 3115.076416 Iteration 27Q: 3 clusters Score -54070.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -54070.171875 Penalty: 3115.076416 Iteration 28F: 3 clusters Score -54070.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 35449 members Mstep: Class 3 contains 5337 members Mstep: Class 5 contains 3332 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 1013 members Mstep: Class 13 contains 351 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74430 members Mstep: Class 17 contains 1446 members Mstep: Class 19 contains 1978 members Mstep: Class 20 contains 28362 members Entering Unmasked Estep Score: -17902902.000000 Penalty: 35560.023438 Splitting cluster 13 changes total score from -17904268.000000 to -17902902.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (1394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Entering Unmasked Estep Score: -140106.203125 Penalty: 1795.503296 Iteration 0F: 2 clusters Score -140106.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -137985.890625 Penalty: 3591.006592 Iteration 0F: 3 clusters Score -137985.9 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -138479.437500 Penalty: 3591.006592 Iteration 1F: 3 clusters Score -138479.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -138652.218750 Penalty: 3591.006592 Iteration 2F: 3 clusters Score -138652.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -138776.265625 Penalty: 3591.006592 Iteration 3F: 3 clusters Score -138776.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -138863.968750 Penalty: 3591.006592 Iteration 4Q: 3 clusters Score -138864 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -138929.250000 Penalty: 3591.006592 Iteration 5Q: 3 clusters Score -138929.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -139001.906250 Penalty: 3591.006592 Iteration 6Q: 3 clusters Score -139001.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -139088.203125 Penalty: 3591.006592 Iteration 7Q: 3 clusters Score -139088.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -139181.296875 Penalty: 3591.006592 Iteration 8Q: 3 clusters Score -139181.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -139261.859375 Penalty: 3591.006592 Iteration 9Q: 3 clusters Score -139261.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -139347.265625 Penalty: 3591.006592 Iteration 10Q: 3 clusters Score -139347.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -139444.359375 Penalty: 3591.006592 Iteration 11Q: 3 clusters Score -139444.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -139520.843750 Penalty: 3591.006592 Iteration 12Q: 3 clusters Score -139520.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -139564.359375 Penalty: 3591.006592 Iteration 13Q: 3 clusters Score -139564.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -139590.828125 Penalty: 3591.006592 Iteration 14Q: 3 clusters Score -139590.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -139619.843750 Penalty: 3591.006592 Iteration 15Q: 3 clusters Score -139619.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -139653.343750 Penalty: 3591.006592 Iteration 16Q: 3 clusters Score -139653.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -139668.859375 Penalty: 3591.006592 Iteration 17Q: 3 clusters Score -139668.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -139675.562500 Penalty: 3591.006592 Iteration 18Q: 3 clusters Score -139675.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -139678.343750 Penalty: 3591.006592 Iteration 19Q: 3 clusters Score -139678.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -139699.343750 Penalty: 3591.006592 Iteration 20F: 3 clusters Score -139699.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -139746.406250 Penalty: 3591.006592 Iteration 21Q: 3 clusters Score -139746.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -139749.515625 Penalty: 3591.006592 Iteration 22Q: 3 clusters Score -139749.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -139752.390625 Penalty: 3591.006592 Iteration 23Q: 3 clusters Score -139752.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -139753.453125 Penalty: 3591.006592 Iteration 24Q: 3 clusters Score -139753.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -139753.968750 Penalty: 3591.006592 Iteration 25Q: 3 clusters Score -139754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -139756.359375 Penalty: 3591.006592 Iteration 26Q: 3 clusters Score -139756.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -139757.046875 Penalty: 3591.006592 Iteration 27Q: 3 clusters Score -139757 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -139758.046875 Penalty: 3591.006592 Iteration 28Q: 3 clusters Score -139758 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -139758.046875 Penalty: 3591.006592 Iteration 29F: 3 clusters Score -139758 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (74430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74430 members Entering Unmasked Estep Score: -8575179.000000 Penalty: 2781.968262 Iteration 0F: 2 clusters Score -8575179 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37351 members Mstep: Class 2 contains 37079 members Entering Unmasked Estep Score: -8525161.000000 Penalty: 5563.936523 Iteration 0F: 3 clusters Score -8525161 nChanged 34919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38696 members Mstep: Class 2 contains 35734 members Entering Unmasked Estep Score: -8544969.000000 Penalty: 5563.936523 Iteration 1F: 3 clusters Score -8544969 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39496 members Mstep: Class 2 contains 34934 members Entering Unmasked Estep Score: -8545443.000000 Penalty: 5563.936523 Iteration 2Q: 3 clusters Score -8545443 nChanged 2358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40750 members Mstep: Class 2 contains 33680 members Entering Unmasked Estep Score: -8546025.000000 Penalty: 5563.936523 Iteration 3Q: 3 clusters Score -8546025 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42705 members Mstep: Class 2 contains 31725 members Entering Unmasked Estep Score: -8546955.000000 Penalty: 5563.936523 Iteration 4Q: 3 clusters Score -8546955 nChanged 3533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45736 members Mstep: Class 2 contains 28694 members Entering Unmasked Estep Score: -8548526.000000 Penalty: 5563.936523 Iteration 5Q: 3 clusters Score -8548526 nChanged 4534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49914 members Mstep: Class 2 contains 24516 members Entering Unmasked Estep Score: -8551187.000000 Penalty: 5563.936523 Iteration 6F: 3 clusters Score -8551187 nChanged 5641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55303 members Mstep: Class 2 contains 19127 members Entering Unmasked Estep Score: -8555330.000000 Penalty: 5563.936523 Iteration 7F: 3 clusters Score -8555330 nChanged 6084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61223 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -8560590.000000 Penalty: 5563.936523 Iteration 8F: 3 clusters Score -8560590 nChanged 5437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66598 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -8565779.000000 Penalty: 5563.936523 Iteration 9F: 3 clusters Score -8565779 nChanged 3804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70370 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -8569448.000000 Penalty: 5563.936523 Iteration 10F: 3 clusters Score -8569448 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72432 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -8571317.000000 Penalty: 5563.936523 Iteration 11Q: 3 clusters Score -8571317 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73337 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -8572045.000000 Penalty: 5563.936523 Iteration 12Q: 3 clusters Score -8572045 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73717 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -8572350.000000 Penalty: 5563.936523 Iteration 13Q: 3 clusters Score -8572350 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73875 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -8572467.000000 Penalty: 5563.936523 Iteration 14Q: 3 clusters Score -8572467 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73953 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -8572534.000000 Penalty: 5563.936523 Iteration 15Q: 3 clusters Score -8572534 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73986 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -8572584.000000 Penalty: 5563.936523 Iteration 16Q: 3 clusters Score -8572584 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74020 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -8572625.000000 Penalty: 5563.936523 Iteration 17Q: 3 clusters Score -8572625 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74034 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -8572659.000000 Penalty: 5563.936523 Iteration 18Q: 3 clusters Score -8572659 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74045 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -8572669.000000 Penalty: 5563.936523 Iteration 19Q: 3 clusters Score -8572669 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74053 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -8572703.000000 Penalty: 5563.936523 Iteration 20F: 3 clusters Score -8572703 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74055 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -8572727.000000 Penalty: 5563.936523 Iteration 21Q: 3 clusters Score -8572727 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74064 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -8572717.000000 Penalty: 5563.936523 Iteration 22Q: 3 clusters Score -8572717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74064 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -8572726.000000 Penalty: 5563.936523 Iteration 23Q: 3 clusters Score -8572726 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74063 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -8572729.000000 Penalty: 5563.936523 Iteration 24Q: 3 clusters Score -8572729 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74063 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -8572729.000000 Penalty: 5563.936523 Iteration 25F: 3 clusters Score -8572729 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Entering Unmasked Estep Score: -149502.093750 Penalty: 1804.586060 Iteration 0F: 2 clusters Score -149502.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -147317.187500 Penalty: 3609.172119 Iteration 0F: 3 clusters Score -147317.2 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -147744.609375 Penalty: 3609.172119 Iteration 1F: 3 clusters Score -147744.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -147908.781250 Penalty: 3609.172119 Iteration 2F: 3 clusters Score -147908.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -147960.421875 Penalty: 3609.172119 Iteration 3Q: 3 clusters Score -147960.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -147990.218750 Penalty: 3609.172119 Iteration 4Q: 3 clusters Score -147990.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -148007.500000 Penalty: 3609.172119 Iteration 5Q: 3 clusters Score -148007.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -148018.953125 Penalty: 3609.172119 Iteration 6Q: 3 clusters Score -148019 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -148038.531250 Penalty: 3609.172119 Iteration 7Q: 3 clusters Score -148038.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -148048.906250 Penalty: 3609.172119 Iteration 8Q: 3 clusters Score -148048.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -148056.656250 Penalty: 3609.172119 Iteration 9Q: 3 clusters Score -148056.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -148060.203125 Penalty: 3609.172119 Iteration 10Q: 3 clusters Score -148060.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -148063.093750 Penalty: 3609.172119 Iteration 11Q: 3 clusters Score -148063.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -148066.359375 Penalty: 3609.172119 Iteration 12Q: 3 clusters Score -148066.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -148068.187500 Penalty: 3609.172119 Iteration 13Q: 3 clusters Score -148068.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -148069.718750 Penalty: 3609.172119 Iteration 14Q: 3 clusters Score -148069.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -148070.656250 Penalty: 3609.172119 Iteration 15Q: 3 clusters Score -148070.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -148073.578125 Penalty: 3609.172119 Iteration 16Q: 3 clusters Score -148073.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -148075.015625 Penalty: 3609.172119 Iteration 17Q: 3 clusters Score -148075 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -148075.015625 Penalty: 3609.172119 Iteration 18F: 3 clusters Score -148075 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Entering Unmasked Estep Score: -221692.546875 Penalty: 1882.280640 Iteration 0F: 2 clusters Score -221692.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -219110.781250 Penalty: 3764.561279 Iteration 0F: 3 clusters Score -219110.8 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -219560.500000 Penalty: 3764.561279 Iteration 1F: 3 clusters Score -219560.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -219679.312500 Penalty: 3764.561279 Iteration 2F: 3 clusters Score -219679.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -219745.734375 Penalty: 3764.561279 Iteration 3Q: 3 clusters Score -219745.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -219785.406250 Penalty: 3764.561279 Iteration 4Q: 3 clusters Score -219785.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -219808.531250 Penalty: 3764.561279 Iteration 5Q: 3 clusters Score -219808.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -219827.843750 Penalty: 3764.561279 Iteration 6Q: 3 clusters Score -219827.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -219838.765625 Penalty: 3764.561279 Iteration 7Q: 3 clusters Score -219838.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -219845.046875 Penalty: 3764.561279 Iteration 8Q: 3 clusters Score -219845 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -219850.781250 Penalty: 3764.561279 Iteration 9Q: 3 clusters Score -219850.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -219854.546875 Penalty: 3764.561279 Iteration 10Q: 3 clusters Score -219854.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -219856.578125 Penalty: 3764.561279 Iteration 11Q: 3 clusters Score -219856.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -219857.812500 Penalty: 3764.561279 Iteration 12Q: 3 clusters Score -219857.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -219859.031250 Penalty: 3764.561279 Iteration 13Q: 3 clusters Score -219859 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -219859.421875 Penalty: 3764.561279 Iteration 14Q: 3 clusters Score -219859.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -219859.593750 Penalty: 3764.561279 Iteration 15Q: 3 clusters Score -219859.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -219860.750000 Penalty: 3764.561279 Iteration 16Q: 3 clusters Score -219860.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -219861.328125 Penalty: 3764.561279 Iteration 17Q: 3 clusters Score -219861.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -219862.078125 Penalty: 3764.561279 Iteration 18Q: 3 clusters Score -219862.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -219862.203125 Penalty: 3764.561279 Iteration 19Q: 3 clusters Score -219862.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -219862.203125 Penalty: 3764.561279 Iteration 20F: 3 clusters Score -219862.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (28362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28362 members Entering Unmasked Estep Score: -3251149.750000 Penalty: 2542.695801 Iteration 0F: 2 clusters Score -3251150 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 14321 members Entering Unmasked Estep Score: -3231695.750000 Penalty: 5085.391602 Iteration 0F: 3 clusters Score -3231696 nChanged 12734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13281 members Mstep: Class 2 contains 15081 members Entering Unmasked Estep Score: -3238615.500000 Penalty: 5085.391602 Iteration 1F: 3 clusters Score -3238616 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12802 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -3239179.250000 Penalty: 5085.391602 Iteration 2Q: 3 clusters Score -3239179 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12239 members Mstep: Class 2 contains 16123 members Entering Unmasked Estep Score: -3239701.250000 Penalty: 5085.391602 Iteration 3Q: 3 clusters Score -3239701 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 16802 members Entering Unmasked Estep Score: -3240294.250000 Penalty: 5085.391602 Iteration 4Q: 3 clusters Score -3240294 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 17652 members Entering Unmasked Estep Score: -3240923.000000 Penalty: 5085.391602 Iteration 5Q: 3 clusters Score -3240923 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 18638 members Entering Unmasked Estep Score: -3241678.250000 Penalty: 5085.391602 Iteration 6Q: 3 clusters Score -3241678 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 19811 members Entering Unmasked Estep Score: -3242556.000000 Penalty: 5085.391602 Iteration 7F: 3 clusters Score -3242556 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 21126 members Entering Unmasked Estep Score: -3243581.000000 Penalty: 5085.391602 Iteration 8F: 3 clusters Score -3243581 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 22562 members Entering Unmasked Estep Score: -3244691.000000 Penalty: 5085.391602 Iteration 9F: 3 clusters Score -3244691 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 23998 members Entering Unmasked Estep Score: -3245848.000000 Penalty: 5085.391602 Iteration 10F: 3 clusters Score -3245848 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 25248 members Entering Unmasked Estep Score: -3246803.500000 Penalty: 5085.391602 Iteration 11Q: 3 clusters Score -3246804 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 26201 members Entering Unmasked Estep Score: -3247492.250000 Penalty: 5085.391602 Iteration 12Q: 3 clusters Score -3247492 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 26893 members Entering Unmasked Estep Score: -3247983.750000 Penalty: 5085.391602 Iteration 13Q: 3 clusters Score -3247984 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 27341 members Entering Unmasked Estep Score: -3248344.000000 Penalty: 5085.391602 Iteration 14Q: 3 clusters Score -3248344 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 27613 members Entering Unmasked Estep Score: -3248594.000000 Penalty: 5085.391602 Iteration 15Q: 3 clusters Score -3248594 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 27769 members Entering Unmasked Estep Score: -3248740.750000 Penalty: 5085.391602 Iteration 16Q: 3 clusters Score -3248741 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 27854 members Entering Unmasked Estep Score: -3248824.500000 Penalty: 5085.391602 Iteration 17Q: 3 clusters Score -3248824 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 27910 members Entering Unmasked Estep Score: -3248877.250000 Penalty: 5085.391602 Iteration 18Q: 3 clusters Score -3248877 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 27947 members Entering Unmasked Estep Score: -3248917.750000 Penalty: 5085.391602 Iteration 19Q: 3 clusters Score -3248918 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 27972 members Entering Unmasked Estep Score: -3248951.500000 Penalty: 5085.391602 Iteration 20F: 3 clusters Score -3248952 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 27985 members Entering Unmasked Estep Score: -3248979.000000 Penalty: 5085.391602 Iteration 21Q: 3 clusters Score -3248979 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 27996 members Entering Unmasked Estep Score: -3248984.500000 Penalty: 5085.391602 Iteration 22Q: 3 clusters Score -3248984 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 28005 members Entering Unmasked Estep Score: -3248990.750000 Penalty: 5085.391602 Iteration 23Q: 3 clusters Score -3248991 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 28013 members Entering Unmasked Estep Score: -3249005.750000 Penalty: 5085.391602 Iteration 24Q: 3 clusters Score -3249006 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 28012 members Entering Unmasked Estep Score: -3249009.500000 Penalty: 5085.391602 Iteration 25Q: 3 clusters Score -3249010 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 28014 members Entering Unmasked Estep Score: -3249013.250000 Penalty: 5085.391602 Iteration 26Q: 3 clusters Score -3249013 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 28017 members Entering Unmasked Estep Score: -3249014.250000 Penalty: 5085.391602 Iteration 27Q: 3 clusters Score -3249014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 28018 members Entering Unmasked Estep Score: -3249018.250000 Penalty: 5085.391602 Iteration 28Q: 3 clusters Score -3249018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 28020 members Entering Unmasked Estep Score: -3249017.500000 Penalty: 5085.391602 Iteration 29Q: 3 clusters Score -3249018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 28023 members Entering Unmasked Estep Score: -3249016.000000 Penalty: 5085.391602 Iteration 30Q: 3 clusters Score -3249016 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 28023 members Entering Unmasked Estep Score: -3249016.000000 Penalty: 5085.391602 Iteration 31F: 3 clusters Score -3249016 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35449 members Mstep: Class 3 contains 5337 members Mstep: Class 5 contains 3332 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 1013 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74430 members Mstep: Class 17 contains 1446 members Mstep: Class 19 contains 1978 members Mstep: Class 20 contains 28362 members Entering Unmasked Estep ConsiderDeletion Score: -17904278.000000 Penalty: 32596.687500 Iteration 39Q: 12 clusters Score -1.790428e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35448 members Mstep: Class 3 contains 5407 members Mstep: Class 5 contains 3299 members Mstep: Class 7 contains 1349 members Mstep: Class 8 contains 1016 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1394 members Mstep: Class 15 contains 74390 members Mstep: Class 17 contains 1444 members Mstep: Class 19 contains 1981 members Mstep: Class 20 contains 28362 members Entering Unmasked Estep ConsiderDeletion Score: -17904316.000000 Penalty: 32596.687500 Iteration 40F: 12 clusters Score -1.790432e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35448 members Mstep: Class 3 contains 5469 members Mstep: Class 5 contains 3266 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1019 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74364 members Mstep: Class 17 contains 1447 members Mstep: Class 19 contains 1975 members Mstep: Class 20 contains 28362 members Entering Unmasked Estep ConsiderDeletion Score: -17904346.000000 Penalty: 32596.687500 Iteration 41Q: 12 clusters Score -1.790435e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35448 members Mstep: Class 3 contains 5530 members Mstep: Class 5 contains 3234 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1023 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74345 members Mstep: Class 17 contains 1436 members Mstep: Class 19 contains 1965 members Mstep: Class 20 contains 28369 members Entering Unmasked Estep ConsiderDeletion Score: -17904380.000000 Penalty: 32596.687500 Iteration 42Q: 12 clusters Score -1.790438e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35448 members Mstep: Class 3 contains 5578 members Mstep: Class 5 contains 3206 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1027 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74334 members Mstep: Class 17 contains 1427 members Mstep: Class 19 contains 1960 members Mstep: Class 20 contains 28370 members Entering Unmasked Estep ConsiderDeletion Score: -17904390.000000 Penalty: 32596.687500 Iteration 43Q: 12 clusters Score -1.790439e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35447 members Mstep: Class 3 contains 5618 members Mstep: Class 5 contains 3187 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1032 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74311 members Mstep: Class 17 contains 1426 members Mstep: Class 19 contains 1955 members Mstep: Class 20 contains 28374 members Entering Unmasked Estep ConsiderDeletion Score: -17904426.000000 Penalty: 32596.687500 Iteration 44Q: 12 clusters Score -1.790443e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35447 members Mstep: Class 3 contains 5664 members Mstep: Class 5 contains 3161 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1035 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74295 members Mstep: Class 17 contains 1424 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28374 members Entering Unmasked Estep ConsiderDeletion Score: -17904410.000000 Penalty: 32596.687500 Iteration 45Q: 12 clusters Score -1.790441e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35447 members Mstep: Class 3 contains 5703 members Mstep: Class 5 contains 3137 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1039 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74288 members Mstep: Class 17 contains 1422 members Mstep: Class 19 contains 1943 members Mstep: Class 20 contains 28371 members Entering Unmasked Estep ConsiderDeletion Score: -17904428.000000 Penalty: 32596.687500 Iteration 46Q: 12 clusters Score -1.790443e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35447 members Mstep: Class 3 contains 5749 members Mstep: Class 5 contains 3110 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1040 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74280 members Mstep: Class 17 contains 1420 members Mstep: Class 19 contains 1937 members Mstep: Class 20 contains 28367 members Entering Unmasked Estep ConsiderDeletion Score: -17904460.000000 Penalty: 32596.687500 Iteration 47Q: 12 clusters Score -1.790446e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35447 members Mstep: Class 3 contains 5781 members Mstep: Class 5 contains 3088 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1045 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74276 members Mstep: Class 17 contains 1418 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 28363 members Entering Unmasked Estep ConsiderDeletion Score: -17904422.000000 Penalty: 32596.687500 Iteration 48Q: 12 clusters Score -1.790442e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35447 members Mstep: Class 3 contains 5815 members Mstep: Class 5 contains 3067 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1048 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74263 members Mstep: Class 17 contains 1413 members Mstep: Class 19 contains 1932 members Mstep: Class 20 contains 28365 members Entering Unmasked Estep ConsiderDeletion Score: -17904446.000000 Penalty: 32596.687500 Iteration 49Q: 12 clusters Score -1.790445e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35445 members Mstep: Class 3 contains 5839 members Mstep: Class 5 contains 3051 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1051 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74256 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1935 members Mstep: Class 20 contains 28363 members Entering Unmasked Estep ConsiderDeletion Score: -17904420.000000 Penalty: 32596.687500 Iteration 50Q: 12 clusters Score -1.790442e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35445 members Mstep: Class 3 contains 5868 members Mstep: Class 5 contains 3032 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1054 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74242 members Mstep: Class 17 contains 1409 members Mstep: Class 19 contains 1938 members Mstep: Class 20 contains 28362 members Entering Unmasked Estep ConsiderDeletion Score: -17904472.000000 Penalty: 32596.687500 Iteration 51Q: 12 clusters Score -1.790447e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35444 members Mstep: Class 3 contains 5890 members Mstep: Class 5 contains 3021 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1056 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74226 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1942 members Mstep: Class 20 contains 28363 members Entering Unmasked Estep ConsiderDeletion Score: -17904480.000000 Penalty: 32596.687500 Iteration 52Q: 12 clusters Score -1.790448e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35444 members Mstep: Class 3 contains 5913 members Mstep: Class 5 contains 3006 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1059 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74214 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1943 members Mstep: Class 20 contains 28363 members Entering Unmasked Estep ConsiderDeletion Score: -17904476.000000 Penalty: 32596.687500 Iteration 53Q: 12 clusters Score -1.790448e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35445 members Mstep: Class 3 contains 5932 members Mstep: Class 5 contains 2993 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1060 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74209 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1945 members Mstep: Class 20 contains 28358 members Entering Unmasked Estep ConsiderDeletion Score: -17904494.000000 Penalty: 32596.687500 Iteration 54Q: 12 clusters Score -1.790449e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35445 members Mstep: Class 3 contains 5949 members Mstep: Class 5 contains 2983 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74201 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1948 members Mstep: Class 20 contains 28355 members Entering Unmasked Estep ConsiderDeletion Score: -17904510.000000 Penalty: 32596.687500 Iteration 55Q: 12 clusters Score -1.790451e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 5964 members Mstep: Class 5 contains 2974 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74192 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28355 members Entering Unmasked Estep ConsiderDeletion Score: -17904530.000000 Penalty: 32596.687500 Iteration 56Q: 12 clusters Score -1.790453e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 5971 members Mstep: Class 5 contains 2968 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74191 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 28354 members Entering Unmasked Estep ConsiderDeletion Score: -17904516.000000 Penalty: 32596.687500 Iteration 57Q: 12 clusters Score -1.790452e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 5979 members Mstep: Class 5 contains 2963 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74189 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28354 members Entering Unmasked Estep ConsiderDeletion Score: -17904504.000000 Penalty: 32596.687500 Iteration 58Q: 12 clusters Score -1.79045e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 5986 members Mstep: Class 5 contains 2960 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74185 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28354 members Entering Unmasked Estep ConsiderDeletion Score: -17904522.000000 Penalty: 32596.687500 Iteration 59Q: 12 clusters Score -1.790452e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6001 members Mstep: Class 5 contains 2952 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74178 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28354 members Entering Unmasked Estep ConsiderDeletion Score: -17904528.000000 Penalty: 32596.687500 Iteration 60F: 12 clusters Score -1.790453e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6017 members Mstep: Class 5 contains 2944 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74170 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28354 members Entering Unmasked Estep ConsiderDeletion Score: -17904552.000000 Penalty: 32596.687500 Iteration 61Q: 12 clusters Score -1.790455e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6027 members Mstep: Class 5 contains 2939 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74167 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904548.000000 Penalty: 32596.687500 Iteration 62Q: 12 clusters Score -1.790455e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6036 members Mstep: Class 5 contains 2932 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74164 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904528.000000 Penalty: 32596.687500 Iteration 63Q: 12 clusters Score -1.790453e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6042 members Mstep: Class 5 contains 2928 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74162 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904518.000000 Penalty: 32596.687500 Iteration 64Q: 12 clusters Score -1.790452e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6044 members Mstep: Class 5 contains 2925 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74163 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904516.000000 Penalty: 32596.687500 Iteration 65Q: 12 clusters Score -1.790452e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6048 members Mstep: Class 5 contains 2925 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74159 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904510.000000 Penalty: 32596.687500 Iteration 66Q: 12 clusters Score -1.790451e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6054 members Mstep: Class 5 contains 2922 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74157 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1949 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904526.000000 Penalty: 32596.687500 Iteration 67Q: 12 clusters Score -1.790453e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6059 members Mstep: Class 5 contains 2919 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74154 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1950 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904532.000000 Penalty: 32596.687500 Iteration 68Q: 12 clusters Score -1.790453e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6064 members Mstep: Class 5 contains 2919 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74148 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1951 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904542.000000 Penalty: 32596.687500 Iteration 69Q: 12 clusters Score -1.790454e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6067 members Mstep: Class 5 contains 2916 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74145 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1954 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904540.000000 Penalty: 32596.687500 Iteration 70Q: 12 clusters Score -1.790454e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6074 members Mstep: Class 5 contains 2913 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74140 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1955 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904544.000000 Penalty: 32596.687500 Iteration 71Q: 12 clusters Score -1.790454e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6078 members Mstep: Class 5 contains 2911 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74139 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1954 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904528.000000 Penalty: 32596.687500 Iteration 72Q: 12 clusters Score -1.790453e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6085 members Mstep: Class 5 contains 2907 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74136 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1954 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904534.000000 Penalty: 32596.687500 Iteration 73Q: 12 clusters Score -1.790453e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6090 members Mstep: Class 5 contains 2904 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74134 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1954 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904532.000000 Penalty: 32596.687500 Iteration 74Q: 12 clusters Score -1.790453e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6094 members Mstep: Class 5 contains 2902 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74132 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1954 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904532.000000 Penalty: 32596.687500 Iteration 75Q: 12 clusters Score -1.790453e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6099 members Mstep: Class 5 contains 2899 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74129 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1955 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904522.000000 Penalty: 32596.687500 Iteration 76Q: 12 clusters Score -1.790452e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6106 members Mstep: Class 5 contains 2896 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74125 members Mstep: Class 17 contains 1407 members Mstep: Class 19 contains 1956 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904534.000000 Penalty: 32596.687500 Iteration 77Q: 12 clusters Score -1.790453e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6107 members Mstep: Class 5 contains 2893 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74125 members Mstep: Class 17 contains 1407 members Mstep: Class 19 contains 1958 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904544.000000 Penalty: 32596.687500 Iteration 78Q: 12 clusters Score -1.790454e+07 nChanged 7 Entering ConstructFrom: Score: -17904544.000000 Penalty: 32596.687500 Entering ConstructFrom: Trying to split cluster 2 (35446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35446 members Entering Unmasked Estep Score: -4519148.500000 Penalty: 2597.989746 Iteration 0F: 2 clusters Score -4519148 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17727 members Mstep: Class 2 contains 17719 members Entering Unmasked Estep Score: -4495049.500000 Penalty: 5195.979492 Iteration 0F: 3 clusters Score -4495050 nChanged 16174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17499 members Mstep: Class 2 contains 17947 members Entering Unmasked Estep Score: -4504000.000000 Penalty: 5195.979492 Iteration 1F: 3 clusters Score -4504000 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17255 members Mstep: Class 2 contains 18191 members Entering Unmasked Estep Score: -4504641.500000 Penalty: 5195.979492 Iteration 2F: 3 clusters Score -4504642 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16809 members Mstep: Class 2 contains 18637 members Entering Unmasked Estep Score: -4505399.000000 Penalty: 5195.979492 Iteration 3Q: 3 clusters Score -4505399 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16123 members Mstep: Class 2 contains 19323 members Entering Unmasked Estep Score: -4506316.000000 Penalty: 5195.979492 Iteration 4F: 3 clusters Score -4506316 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15207 members Mstep: Class 2 contains 20239 members Entering Unmasked Estep Score: -4507574.000000 Penalty: 5195.979492 Iteration 5F: 3 clusters Score -4507574 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14117 members Mstep: Class 2 contains 21329 members Entering Unmasked Estep Score: -4508936.500000 Penalty: 5195.979492 Iteration 6F: 3 clusters Score -4508936 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12900 members Mstep: Class 2 contains 22546 members Entering Unmasked Estep Score: -4510197.500000 Penalty: 5195.979492 Iteration 7F: 3 clusters Score -4510198 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 23643 members Entering Unmasked Estep Score: -4511209.500000 Penalty: 5195.979492 Iteration 8F: 3 clusters Score -4511210 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10711 members Mstep: Class 2 contains 24735 members Entering Unmasked Estep Score: -4511975.500000 Penalty: 5195.979492 Iteration 9Q: 3 clusters Score -4511976 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 25753 members Entering Unmasked Estep Score: -4512547.500000 Penalty: 5195.979492 Iteration 10Q: 3 clusters Score -4512548 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 26731 members Entering Unmasked Estep Score: -4513002.500000 Penalty: 5195.979492 Iteration 11Q: 3 clusters Score -4513002 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Mstep: Class 2 contains 27648 members Entering Unmasked Estep Score: -4513347.000000 Penalty: 5195.979492 Iteration 12Q: 3 clusters Score -4513347 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6922 members Mstep: Class 2 contains 28524 members Entering Unmasked Estep Score: -4513708.500000 Penalty: 5195.979492 Iteration 13Q: 3 clusters Score -4513708 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 29350 members Entering Unmasked Estep Score: -4514051.500000 Penalty: 5195.979492 Iteration 14Q: 3 clusters Score -4514052 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 30192 members Entering Unmasked Estep Score: -4514489.000000 Penalty: 5195.979492 Iteration 15Q: 3 clusters Score -4514489 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 30994 members Entering Unmasked Estep Score: -4514940.500000 Penalty: 5195.979492 Iteration 16Q: 3 clusters Score -4514940 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 31762 members Entering Unmasked Estep Score: -4515412.500000 Penalty: 5195.979492 Iteration 17Q: 3 clusters Score -4515412 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 32498 members Entering Unmasked Estep Score: -4515905.500000 Penalty: 5195.979492 Iteration 18Q: 3 clusters Score -4515906 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 33070 members Entering Unmasked Estep Score: -4516273.500000 Penalty: 5195.979492 Iteration 19Q: 3 clusters Score -4516274 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 33481 members Entering Unmasked Estep Score: -4516517.500000 Penalty: 5195.979492 Iteration 20F: 3 clusters Score -4516518 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 33786 members Entering Unmasked Estep Score: -4516679.000000 Penalty: 5195.979492 Iteration 21Q: 3 clusters Score -4516679 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 34016 members Entering Unmasked Estep Score: -4516806.000000 Penalty: 5195.979492 Iteration 22Q: 3 clusters Score -4516806 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 34175 members Entering Unmasked Estep Score: -4516900.000000 Penalty: 5195.979492 Iteration 23Q: 3 clusters Score -4516900 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 34280 members Entering Unmasked Estep Score: -4516958.000000 Penalty: 5195.979492 Iteration 24Q: 3 clusters Score -4516958 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 34358 members Entering Unmasked Estep Score: -4517005.000000 Penalty: 5195.979492 Iteration 25Q: 3 clusters Score -4517005 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 34410 members Entering Unmasked Estep Score: -4517046.000000 Penalty: 5195.979492 Iteration 26Q: 3 clusters Score -4517046 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 34457 members Entering Unmasked Estep Score: -4517074.000000 Penalty: 5195.979492 Iteration 27Q: 3 clusters Score -4517074 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 34487 members Entering Unmasked Estep Score: -4517093.500000 Penalty: 5195.979492 Iteration 28Q: 3 clusters Score -4517094 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 34513 members Entering Unmasked Estep Score: -4517104.500000 Penalty: 5195.979492 Iteration 29Q: 3 clusters Score -4517104 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 34532 members Entering Unmasked Estep Score: -4517116.500000 Penalty: 5195.979492 Iteration 30Q: 3 clusters Score -4517116 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 34538 members Entering Unmasked Estep Score: -4517131.000000 Penalty: 5195.979492 Iteration 31Q: 3 clusters Score -4517131 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 34550 members Entering Unmasked Estep Score: -4517140.500000 Penalty: 5195.979492 Iteration 32Q: 3 clusters Score -4517140 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 34563 members Entering Unmasked Estep Score: -4517149.000000 Penalty: 5195.979492 Iteration 33Q: 3 clusters Score -4517149 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 34574 members Entering Unmasked Estep Score: -4517150.500000 Penalty: 5195.979492 Iteration 34Q: 3 clusters Score -4517150 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 34582 members Entering Unmasked Estep Score: -4517156.000000 Penalty: 5195.979492 Iteration 35Q: 3 clusters Score -4517156 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 34589 members Entering Unmasked Estep Score: -4517157.000000 Penalty: 5195.979492 Iteration 36Q: 3 clusters Score -4517157 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 34600 members Entering Unmasked Estep Score: -4517158.500000 Penalty: 5195.979492 Iteration 37Q: 3 clusters Score -4517158 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 34612 members Entering Unmasked Estep Score: -4517168.000000 Penalty: 5195.979492 Iteration 38Q: 3 clusters Score -4517168 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 34624 members Entering Unmasked Estep Score: -4517174.500000 Penalty: 5195.979492 Iteration 39Q: 3 clusters Score -4517174 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 34630 members Entering Unmasked Estep Score: -4517179.000000 Penalty: 5195.979492 Iteration 40F: 3 clusters Score -4517179 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 34635 members Entering Unmasked Estep Score: -4517174.000000 Penalty: 5195.979492 Iteration 41Q: 3 clusters Score -4517174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 34639 members Entering Unmasked Estep Score: -4517178.000000 Penalty: 5195.979492 Iteration 42Q: 3 clusters Score -4517178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 34642 members Entering Unmasked Estep Score: -4517180.500000 Penalty: 5195.979492 Iteration 43Q: 3 clusters Score -4517180 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 34643 members Entering Unmasked Estep Score: -4517181.000000 Penalty: 5195.979492 Iteration 44Q: 3 clusters Score -4517181 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 34644 members Entering Unmasked Estep Score: -4517184.000000 Penalty: 5195.979492 Iteration 45Q: 3 clusters Score -4517184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 34645 members Entering Unmasked Estep Score: -4517179.000000 Penalty: 5195.979492 Iteration 46Q: 3 clusters Score -4517179 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 34646 members Entering Unmasked Estep Score: -4517178.500000 Penalty: 5195.979492 Iteration 47Q: 3 clusters Score -4517178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 34647 members Entering Unmasked Estep Score: -4517183.500000 Penalty: 5195.979492 Iteration 48Q: 3 clusters Score -4517184 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 34651 members Entering Unmasked Estep Score: -4517189.000000 Penalty: 5195.979492 Iteration 49Q: 3 clusters Score -4517189 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 34656 members Entering Unmasked Estep Score: -4517185.000000 Penalty: 5195.979492 Iteration 50Q: 3 clusters Score -4517185 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 34660 members Entering Unmasked Estep Score: -4517185.000000 Penalty: 5195.979492 Iteration 51Q: 3 clusters Score -4517185 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 34660 members Entering Unmasked Estep Score: -4517186.500000 Penalty: 5195.979492 Iteration 52Q: 3 clusters Score -4517186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 34661 members Entering Unmasked Estep Score: -4517191.500000 Penalty: 5195.979492 Iteration 53Q: 3 clusters Score -4517192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 34662 members Entering Unmasked Estep Score: -4517188.500000 Penalty: 5195.979492 Iteration 54Q: 3 clusters Score -4517188 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 34662 members Entering Unmasked Estep Score: -4517188.500000 Penalty: 5195.979492 Iteration 55F: 3 clusters Score -4517188 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Entering Unmasked Estep Score: -700549.562500 Penalty: 2161.944580 Iteration 0F: 2 clusters Score -700549.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -695292.500000 Penalty: 4323.889160 Iteration 0F: 3 clusters Score -695292.5 nChanged 2397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -696568.312500 Penalty: 4323.889160 Iteration 1F: 3 clusters Score -696568.3 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -696773.937500 Penalty: 4323.889160 Iteration 2F: 3 clusters Score -696773.9 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -696903.687500 Penalty: 4323.889160 Iteration 3Q: 3 clusters Score -696903.7 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -696987.312500 Penalty: 4323.889160 Iteration 4Q: 3 clusters Score -696987.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -697049.562500 Penalty: 4323.889160 Iteration 5Q: 3 clusters Score -697049.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -697087.125000 Penalty: 4323.889160 Iteration 6Q: 3 clusters Score -697087.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -697119.937500 Penalty: 4323.889160 Iteration 7Q: 3 clusters Score -697119.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -697153.000000 Penalty: 4323.889160 Iteration 8Q: 3 clusters Score -697153 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -697173.250000 Penalty: 4323.889160 Iteration 9Q: 3 clusters Score -697173.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -697191.812500 Penalty: 4323.889160 Iteration 10Q: 3 clusters Score -697191.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -697205.437500 Penalty: 4323.889160 Iteration 11Q: 3 clusters Score -697205.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -697224.437500 Penalty: 4323.889160 Iteration 12Q: 3 clusters Score -697224.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -697239.187500 Penalty: 4323.889160 Iteration 13Q: 3 clusters Score -697239.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -697252.437500 Penalty: 4323.889160 Iteration 14Q: 3 clusters Score -697252.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -697262.250000 Penalty: 4323.889160 Iteration 15Q: 3 clusters Score -697262.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -697276.500000 Penalty: 4323.889160 Iteration 16Q: 3 clusters Score -697276.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -697295.375000 Penalty: 4323.889160 Iteration 17Q: 3 clusters Score -697295.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -697310.625000 Penalty: 4323.889160 Iteration 18Q: 3 clusters Score -697310.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -697322.750000 Penalty: 4323.889160 Iteration 19Q: 3 clusters Score -697322.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -697330.937500 Penalty: 4323.889160 Iteration 20F: 3 clusters Score -697330.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -697338.375000 Penalty: 4323.889160 Iteration 21Q: 3 clusters Score -697338.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -697346.812500 Penalty: 4323.889160 Iteration 22Q: 3 clusters Score -697346.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -697352.625000 Penalty: 4323.889160 Iteration 23Q: 3 clusters Score -697352.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -697362.750000 Penalty: 4323.889160 Iteration 24Q: 3 clusters Score -697362.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -697367.812500 Penalty: 4323.889160 Iteration 25Q: 3 clusters Score -697367.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -697377.625000 Penalty: 4323.889160 Iteration 26Q: 3 clusters Score -697377.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -697388.937500 Penalty: 4323.889160 Iteration 27Q: 3 clusters Score -697388.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -697398.375000 Penalty: 4323.889160 Iteration 28Q: 3 clusters Score -697398.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -697402.625000 Penalty: 4323.889160 Iteration 29Q: 3 clusters Score -697402.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -697412.562500 Penalty: 4323.889160 Iteration 30Q: 3 clusters Score -697412.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -697419.250000 Penalty: 4323.889160 Iteration 31Q: 3 clusters Score -697419.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -697424.062500 Penalty: 4323.889160 Iteration 32Q: 3 clusters Score -697424.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -697428.875000 Penalty: 4323.889160 Iteration 33Q: 3 clusters Score -697428.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -697431.812500 Penalty: 4323.889160 Iteration 34Q: 3 clusters Score -697431.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -697436.812500 Penalty: 4323.889160 Iteration 35Q: 3 clusters Score -697436.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -697441.500000 Penalty: 4323.889160 Iteration 36Q: 3 clusters Score -697441.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -697444.812500 Penalty: 4323.889160 Iteration 37Q: 3 clusters Score -697444.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -697449.875000 Penalty: 4323.889160 Iteration 38Q: 3 clusters Score -697449.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -697452.312500 Penalty: 4323.889160 Iteration 39Q: 3 clusters Score -697452.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -697453.000000 Penalty: 4323.889160 Iteration 40F: 3 clusters Score -697453 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -697457.125000 Penalty: 4323.889160 Iteration 41Q: 3 clusters Score -697457.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -697462.875000 Penalty: 4323.889160 Iteration 42Q: 3 clusters Score -697462.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -697466.250000 Penalty: 4323.889160 Iteration 43Q: 3 clusters Score -697466.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -697470.062500 Penalty: 4323.889160 Iteration 44Q: 3 clusters Score -697470.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -697474.000000 Penalty: 4323.889160 Iteration 45Q: 3 clusters Score -697474 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -697479.937500 Penalty: 4323.889160 Iteration 46Q: 3 clusters Score -697479.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -697485.875000 Penalty: 4323.889160 Iteration 47Q: 3 clusters Score -697485.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -697489.875000 Penalty: 4323.889160 Iteration 48Q: 3 clusters Score -697489.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -697492.125000 Penalty: 4323.889160 Iteration 49Q: 3 clusters Score -697492.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -697498.312500 Penalty: 4323.889160 Iteration 50Q: 3 clusters Score -697498.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -697500.500000 Penalty: 4323.889160 Iteration 51Q: 3 clusters Score -697500.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -697508.562500 Penalty: 4323.889160 Iteration 52Q: 3 clusters Score -697508.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -697513.125000 Penalty: 4323.889160 Iteration 53Q: 3 clusters Score -697513.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -697517.875000 Penalty: 4323.889160 Iteration 54Q: 3 clusters Score -697517.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -697524.312500 Penalty: 4323.889160 Iteration 55Q: 3 clusters Score -697524.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -697529.937500 Penalty: 4323.889160 Iteration 56Q: 3 clusters Score -697529.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -697537.125000 Penalty: 4323.889160 Iteration 57Q: 3 clusters Score -697537.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -697541.125000 Penalty: 4323.889160 Iteration 58Q: 3 clusters Score -697541.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -697543.125000 Penalty: 4323.889160 Iteration 59Q: 3 clusters Score -697543.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -697547.937500 Penalty: 4323.889160 Iteration 60F: 3 clusters Score -697547.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -697551.062500 Penalty: 4323.889160 Iteration 61Q: 3 clusters Score -697551.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -697553.687500 Penalty: 4323.889160 Iteration 62Q: 3 clusters Score -697553.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -697555.937500 Penalty: 4323.889160 Iteration 63Q: 3 clusters Score -697555.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -697560.000000 Penalty: 4323.889160 Iteration 64Q: 3 clusters Score -697560 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -697560.937500 Penalty: 4323.889160 Iteration 65Q: 3 clusters Score -697560.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -697566.250000 Penalty: 4323.889160 Iteration 66Q: 3 clusters Score -697566.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -697570.750000 Penalty: 4323.889160 Iteration 67Q: 3 clusters Score -697570.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -697579.625000 Penalty: 4323.889160 Iteration 68Q: 3 clusters Score -697579.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -697583.562500 Penalty: 4323.889160 Iteration 69Q: 3 clusters Score -697583.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -697590.437500 Penalty: 4323.889160 Iteration 70Q: 3 clusters Score -697590.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -697597.812500 Penalty: 4323.889160 Iteration 71Q: 3 clusters Score -697597.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -697605.375000 Penalty: 4323.889160 Iteration 72Q: 3 clusters Score -697605.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -697613.125000 Penalty: 4323.889160 Iteration 73Q: 3 clusters Score -697613.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -697620.875000 Penalty: 4323.889160 Iteration 74Q: 3 clusters Score -697620.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -697630.500000 Penalty: 4323.889160 Iteration 75Q: 3 clusters Score -697630.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -697638.250000 Penalty: 4323.889160 Iteration 76Q: 3 clusters Score -697638.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -697643.250000 Penalty: 4323.889160 Iteration 77Q: 3 clusters Score -697643.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -697651.250000 Penalty: 4323.889160 Iteration 78Q: 3 clusters Score -697651.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -697658.312500 Penalty: 4323.889160 Iteration 79Q: 3 clusters Score -697658.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -697667.562500 Penalty: 4323.889160 Iteration 80F: 3 clusters Score -697667.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -697674.250000 Penalty: 4323.889160 Iteration 81Q: 3 clusters Score -697674.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -697680.187500 Penalty: 4323.889160 Iteration 82Q: 3 clusters Score -697680.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -697689.250000 Penalty: 4323.889160 Iteration 83Q: 3 clusters Score -697689.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -697695.937500 Penalty: 4323.889160 Iteration 84Q: 3 clusters Score -697695.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -697699.625000 Penalty: 4323.889160 Iteration 85Q: 3 clusters Score -697699.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -697706.937500 Penalty: 4323.889160 Iteration 86Q: 3 clusters Score -697706.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -697708.812500 Penalty: 4323.889160 Iteration 87Q: 3 clusters Score -697708.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -697712.562500 Penalty: 4323.889160 Iteration 88Q: 3 clusters Score -697712.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -697718.062500 Penalty: 4323.889160 Iteration 89Q: 3 clusters Score -697718.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -697723.687500 Penalty: 4323.889160 Iteration 90Q: 3 clusters Score -697723.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -697725.562500 Penalty: 4323.889160 Iteration 91Q: 3 clusters Score -697725.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -697731.812500 Penalty: 4323.889160 Iteration 92Q: 3 clusters Score -697731.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -697739.062500 Penalty: 4323.889160 Iteration 93Q: 3 clusters Score -697739.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -697747.375000 Penalty: 4323.889160 Iteration 94Q: 3 clusters Score -697747.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -697752.250000 Penalty: 4323.889160 Iteration 95Q: 3 clusters Score -697752.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -697759.312500 Penalty: 4323.889160 Iteration 96Q: 3 clusters Score -697759.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -697767.000000 Penalty: 4323.889160 Iteration 97Q: 3 clusters Score -697767 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -697769.500000 Penalty: 4323.889160 Iteration 98Q: 3 clusters Score -697769.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -697774.437500 Penalty: 4323.889160 Iteration 99Q: 3 clusters Score -697774.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -697777.125000 Penalty: 4323.889160 Iteration 100F: 3 clusters Score -697777.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -697780.687500 Penalty: 4323.889160 Iteration 101Q: 3 clusters Score -697780.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -697785.312500 Penalty: 4323.889160 Iteration 102Q: 3 clusters Score -697785.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -697792.562500 Penalty: 4323.889160 Iteration 103Q: 3 clusters Score -697792.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -697799.625000 Penalty: 4323.889160 Iteration 104Q: 3 clusters Score -697799.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -697803.125000 Penalty: 4323.889160 Iteration 105Q: 3 clusters Score -697803.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -697810.437500 Penalty: 4323.889160 Iteration 106Q: 3 clusters Score -697810.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -697816.250000 Penalty: 4323.889160 Iteration 107Q: 3 clusters Score -697816.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -697826.500000 Penalty: 4323.889160 Iteration 108Q: 3 clusters Score -697826.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -697832.187500 Penalty: 4323.889160 Iteration 109Q: 3 clusters Score -697832.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -697840.875000 Penalty: 4323.889160 Iteration 110Q: 3 clusters Score -697840.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -697845.187500 Penalty: 4323.889160 Iteration 111Q: 3 clusters Score -697845.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -697850.562500 Penalty: 4323.889160 Iteration 112Q: 3 clusters Score -697850.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -697853.375000 Penalty: 4323.889160 Iteration 113Q: 3 clusters Score -697853.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -697858.812500 Penalty: 4323.889160 Iteration 114Q: 3 clusters Score -697858.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -697861.812500 Penalty: 4323.889160 Iteration 115Q: 3 clusters Score -697861.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -697866.687500 Penalty: 4323.889160 Iteration 116Q: 3 clusters Score -697866.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -697873.062500 Penalty: 4323.889160 Iteration 117Q: 3 clusters Score -697873.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -697879.437500 Penalty: 4323.889160 Iteration 118Q: 3 clusters Score -697879.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -697882.187500 Penalty: 4323.889160 Iteration 119Q: 3 clusters Score -697882.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -697883.375000 Penalty: 4323.889160 Iteration 120F: 3 clusters Score -697883.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -697887.312500 Penalty: 4323.889160 Iteration 121Q: 3 clusters Score -697887.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -697887.750000 Penalty: 4323.889160 Iteration 122Q: 3 clusters Score -697887.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -697890.250000 Penalty: 4323.889160 Iteration 123Q: 3 clusters Score -697890.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -697895.062500 Penalty: 4323.889160 Iteration 124Q: 3 clusters Score -697895.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -697896.250000 Penalty: 4323.889160 Iteration 125Q: 3 clusters Score -697896.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -697898.312500 Penalty: 4323.889160 Iteration 126Q: 3 clusters Score -697898.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -697900.500000 Penalty: 4323.889160 Iteration 127Q: 3 clusters Score -697900.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -697903.500000 Penalty: 4323.889160 Iteration 128Q: 3 clusters Score -697903.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -697904.812500 Penalty: 4323.889160 Iteration 129Q: 3 clusters Score -697904.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -697907.812500 Penalty: 4323.889160 Iteration 130Q: 3 clusters Score -697907.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -697910.500000 Penalty: 4323.889160 Iteration 131Q: 3 clusters Score -697910.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -697913.437500 Penalty: 4323.889160 Iteration 132Q: 3 clusters Score -697913.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -697914.125000 Penalty: 4323.889160 Iteration 133Q: 3 clusters Score -697914.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -697916.625000 Penalty: 4323.889160 Iteration 134Q: 3 clusters Score -697916.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -697917.937500 Penalty: 4323.889160 Iteration 135Q: 3 clusters Score -697917.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -697918.375000 Penalty: 4323.889160 Iteration 136Q: 3 clusters Score -697918.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -697918.125000 Penalty: 4323.889160 Iteration 137Q: 3 clusters Score -697918.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -697922.125000 Penalty: 4323.889160 Iteration 138Q: 3 clusters Score -697922.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -697922.687500 Penalty: 4323.889160 Iteration 139Q: 3 clusters Score -697922.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -697923.375000 Penalty: 4323.889160 Iteration 140F: 3 clusters Score -697923.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -697925.750000 Penalty: 4323.889160 Iteration 141Q: 3 clusters Score -697925.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -697927.687500 Penalty: 4323.889160 Iteration 142Q: 3 clusters Score -697927.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -697930.062500 Penalty: 4323.889160 Iteration 143Q: 3 clusters Score -697930.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -697930.312500 Penalty: 4323.889160 Iteration 144Q: 3 clusters Score -697930.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -697930.312500 Penalty: 4323.889160 Iteration 145Q: 3 clusters Score -697930.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -697933.625000 Penalty: 4323.889160 Iteration 146Q: 3 clusters Score -697933.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -697936.312500 Penalty: 4323.889160 Iteration 147Q: 3 clusters Score -697936.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -697936.812500 Penalty: 4323.889160 Iteration 148Q: 3 clusters Score -697936.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -697935.812500 Penalty: 4323.889160 Iteration 149Q: 3 clusters Score -697935.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -697937.062500 Penalty: 4323.889160 Iteration 150Q: 3 clusters Score -697937.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -697938.750000 Penalty: 4323.889160 Iteration 151Q: 3 clusters Score -697938.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -697940.187500 Penalty: 4323.889160 Iteration 152Q: 3 clusters Score -697940.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -697942.187500 Penalty: 4323.889160 Iteration 153Q: 3 clusters Score -697942.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -697940.812500 Penalty: 4323.889160 Iteration 154Q: 3 clusters Score -697940.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -697941.562500 Penalty: 4323.889160 Iteration 155Q: 3 clusters Score -697941.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -697943.500000 Penalty: 4323.889160 Iteration 156Q: 3 clusters Score -697943.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -697943.500000 Penalty: 4323.889160 Iteration 157Q: 3 clusters Score -697943.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -697945.750000 Penalty: 4323.889160 Iteration 158Q: 3 clusters Score -697945.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -697946.812500 Penalty: 4323.889160 Iteration 159Q: 3 clusters Score -697946.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -697949.562500 Penalty: 4323.889160 Iteration 160F: 3 clusters Score -697949.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -697952.125000 Penalty: 4323.889160 Iteration 161Q: 3 clusters Score -697952.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -697952.062500 Penalty: 4323.889160 Iteration 162Q: 3 clusters Score -697952.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -697953.187500 Penalty: 4323.889160 Iteration 163Q: 3 clusters Score -697953.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -697953.375000 Penalty: 4323.889160 Iteration 164Q: 3 clusters Score -697953.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -697953.437500 Penalty: 4323.889160 Iteration 165Q: 3 clusters Score -697953.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -697955.250000 Penalty: 4323.889160 Iteration 166Q: 3 clusters Score -697955.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -697956.875000 Penalty: 4323.889160 Iteration 167Q: 3 clusters Score -697956.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -697957.437500 Penalty: 4323.889160 Iteration 168Q: 3 clusters Score -697957.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -697956.625000 Penalty: 4323.889160 Iteration 169Q: 3 clusters Score -697956.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -697956.375000 Penalty: 4323.889160 Iteration 170Q: 3 clusters Score -697956.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -697956.937500 Penalty: 4323.889160 Iteration 171Q: 3 clusters Score -697956.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -697958.312500 Penalty: 4323.889160 Iteration 172Q: 3 clusters Score -697958.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -697957.375000 Penalty: 4323.889160 Iteration 173Q: 3 clusters Score -697957.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -697957.937500 Penalty: 4323.889160 Iteration 174Q: 3 clusters Score -697957.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -697958.375000 Penalty: 4323.889160 Iteration 175Q: 3 clusters Score -697958.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -697957.375000 Penalty: 4323.889160 Iteration 176Q: 3 clusters Score -697957.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -697959.875000 Penalty: 4323.889160 Iteration 177Q: 3 clusters Score -697959.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -697959.312500 Penalty: 4323.889160 Iteration 178Q: 3 clusters Score -697959.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -697959.187500 Penalty: 4323.889160 Iteration 179Q: 3 clusters Score -697959.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -697960.000000 Penalty: 4323.889160 Iteration 180F: 3 clusters Score -697960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -697962.187500 Penalty: 4323.889160 Iteration 181Q: 3 clusters Score -697962.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -697961.500000 Penalty: 4323.889160 Iteration 182Q: 3 clusters Score -697961.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -697962.750000 Penalty: 4323.889160 Iteration 183Q: 3 clusters Score -697962.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -697962.750000 Penalty: 4323.889160 Iteration 184F: 3 clusters Score -697962.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Entering Unmasked Estep Score: -312021.531250 Penalty: 1976.486572 Iteration 0F: 2 clusters Score -312021.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -308800.406250 Penalty: 3952.973145 Iteration 0F: 3 clusters Score -308800.4 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -309478.843750 Penalty: 3952.973145 Iteration 1F: 3 clusters Score -309478.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -309659.406250 Penalty: 3952.973145 Iteration 2F: 3 clusters Score -309659.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -309768.343750 Penalty: 3952.973145 Iteration 3F: 3 clusters Score -309768.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -309841.593750 Penalty: 3952.973145 Iteration 4Q: 3 clusters Score -309841.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -309910.437500 Penalty: 3952.973145 Iteration 5Q: 3 clusters Score -309910.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -309959.125000 Penalty: 3952.973145 Iteration 6Q: 3 clusters Score -309959.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -309999.812500 Penalty: 3952.973145 Iteration 7Q: 3 clusters Score -309999.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -310018.968750 Penalty: 3952.973145 Iteration 8Q: 3 clusters Score -310019 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -310036.375000 Penalty: 3952.973145 Iteration 9Q: 3 clusters Score -310036.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -310056.375000 Penalty: 3952.973145 Iteration 10Q: 3 clusters Score -310056.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -310074.250000 Penalty: 3952.973145 Iteration 11Q: 3 clusters Score -310074.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -310095.218750 Penalty: 3952.973145 Iteration 12Q: 3 clusters Score -310095.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -310118.500000 Penalty: 3952.973145 Iteration 13Q: 3 clusters Score -310118.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -310155.250000 Penalty: 3952.973145 Iteration 14Q: 3 clusters Score -310155.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -310185.031250 Penalty: 3952.973145 Iteration 15Q: 3 clusters Score -310185 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -310213.843750 Penalty: 3952.973145 Iteration 16Q: 3 clusters Score -310213.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -310239.875000 Penalty: 3952.973145 Iteration 17Q: 3 clusters Score -310239.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -310276.812500 Penalty: 3952.973145 Iteration 18Q: 3 clusters Score -310276.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -310313.625000 Penalty: 3952.973145 Iteration 19Q: 3 clusters Score -310313.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -310353.187500 Penalty: 3952.973145 Iteration 20F: 3 clusters Score -310353.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -310416.062500 Penalty: 3952.973145 Iteration 21Q: 3 clusters Score -310416.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -310455.031250 Penalty: 3952.973145 Iteration 22Q: 3 clusters Score -310455 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -310491.531250 Penalty: 3952.973145 Iteration 23Q: 3 clusters Score -310491.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -310516.843750 Penalty: 3952.973145 Iteration 24Q: 3 clusters Score -310516.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -310535.218750 Penalty: 3952.973145 Iteration 25Q: 3 clusters Score -310535.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -310554.968750 Penalty: 3952.973145 Iteration 26Q: 3 clusters Score -310555 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -310571.000000 Penalty: 3952.973145 Iteration 27Q: 3 clusters Score -310571 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -310583.312500 Penalty: 3952.973145 Iteration 28Q: 3 clusters Score -310583.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -310598.218750 Penalty: 3952.973145 Iteration 29Q: 3 clusters Score -310598.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -310611.593750 Penalty: 3952.973145 Iteration 30Q: 3 clusters Score -310611.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -310622.656250 Penalty: 3952.973145 Iteration 31Q: 3 clusters Score -310622.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -310639.125000 Penalty: 3952.973145 Iteration 32Q: 3 clusters Score -310639.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -310646.687500 Penalty: 3952.973145 Iteration 33Q: 3 clusters Score -310646.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -310653.500000 Penalty: 3952.973145 Iteration 34Q: 3 clusters Score -310653.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -310662.156250 Penalty: 3952.973145 Iteration 35Q: 3 clusters Score -310662.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -310667.718750 Penalty: 3952.973145 Iteration 36Q: 3 clusters Score -310667.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -310671.843750 Penalty: 3952.973145 Iteration 37Q: 3 clusters Score -310671.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -310672.656250 Penalty: 3952.973145 Iteration 38Q: 3 clusters Score -310672.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -310674.125000 Penalty: 3952.973145 Iteration 39Q: 3 clusters Score -310674.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -310676.656250 Penalty: 3952.973145 Iteration 40F: 3 clusters Score -310676.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -310678.656250 Penalty: 3952.973145 Iteration 41Q: 3 clusters Score -310678.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -310679.875000 Penalty: 3952.973145 Iteration 42Q: 3 clusters Score -310679.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -310681.218750 Penalty: 3952.973145 Iteration 43Q: 3 clusters Score -310681.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -310686.218750 Penalty: 3952.973145 Iteration 44Q: 3 clusters Score -310686.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -310690.156250 Penalty: 3952.973145 Iteration 45Q: 3 clusters Score -310690.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -310692.437500 Penalty: 3952.973145 Iteration 46Q: 3 clusters Score -310692.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -310695.062500 Penalty: 3952.973145 Iteration 47Q: 3 clusters Score -310695.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -310699.656250 Penalty: 3952.973145 Iteration 48Q: 3 clusters Score -310699.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -310707.250000 Penalty: 3952.973145 Iteration 49Q: 3 clusters Score -310707.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -310709.375000 Penalty: 3952.973145 Iteration 50Q: 3 clusters Score -310709.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -310711.750000 Penalty: 3952.973145 Iteration 51Q: 3 clusters Score -310711.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -310713.843750 Penalty: 3952.973145 Iteration 52Q: 3 clusters Score -310713.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -310715.531250 Penalty: 3952.973145 Iteration 53Q: 3 clusters Score -310715.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -310715.531250 Penalty: 3952.973145 Iteration 54F: 3 clusters Score -310715.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Entering Unmasked Estep Score: -137296.703125 Penalty: 1787.181641 Iteration 0F: 2 clusters Score -137296.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -135134.296875 Penalty: 3574.363281 Iteration 0F: 3 clusters Score -135134.3 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -135550.015625 Penalty: 3574.363281 Iteration 1F: 3 clusters Score -135550 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -135661.625000 Penalty: 3574.363281 Iteration 2F: 3 clusters Score -135661.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -135740.078125 Penalty: 3574.363281 Iteration 3Q: 3 clusters Score -135740.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -135814.734375 Penalty: 3574.363281 Iteration 4Q: 3 clusters Score -135814.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -135868.218750 Penalty: 3574.363281 Iteration 5Q: 3 clusters Score -135868.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -135917.703125 Penalty: 3574.363281 Iteration 6Q: 3 clusters Score -135917.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -135968.765625 Penalty: 3574.363281 Iteration 7Q: 3 clusters Score -135968.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -136003.968750 Penalty: 3574.363281 Iteration 8Q: 3 clusters Score -136004 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -136035.953125 Penalty: 3574.363281 Iteration 9Q: 3 clusters Score -136036 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -136090.859375 Penalty: 3574.363281 Iteration 10Q: 3 clusters Score -136090.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -136145.500000 Penalty: 3574.363281 Iteration 11Q: 3 clusters Score -136145.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -136203.890625 Penalty: 3574.363281 Iteration 12Q: 3 clusters Score -136203.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -136270.859375 Penalty: 3574.363281 Iteration 13Q: 3 clusters Score -136270.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -136346.265625 Penalty: 3574.363281 Iteration 14Q: 3 clusters Score -136346.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -136434.343750 Penalty: 3574.363281 Iteration 15Q: 3 clusters Score -136434.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -136556.812500 Penalty: 3574.363281 Iteration 16Q: 3 clusters Score -136556.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -136668.140625 Penalty: 3574.363281 Iteration 17Q: 3 clusters Score -136668.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -136776.093750 Penalty: 3574.363281 Iteration 18Q: 3 clusters Score -136776.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -136861.546875 Penalty: 3574.363281 Iteration 19Q: 3 clusters Score -136861.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -136929.000000 Penalty: 3574.363281 Iteration 20F: 3 clusters Score -136929 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -136988.687500 Penalty: 3574.363281 Iteration 21Q: 3 clusters Score -136988.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -137019.984375 Penalty: 3574.363281 Iteration 22Q: 3 clusters Score -137020 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -137038.140625 Penalty: 3574.363281 Iteration 23Q: 3 clusters Score -137038.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -137071.453125 Penalty: 3574.363281 Iteration 24Q: 3 clusters Score -137071.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -137090.703125 Penalty: 3574.363281 Iteration 25Q: 3 clusters Score -137090.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -137105.515625 Penalty: 3574.363281 Iteration 26Q: 3 clusters Score -137105.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -137111.671875 Penalty: 3574.363281 Iteration 27Q: 3 clusters Score -137111.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -137115.171875 Penalty: 3574.363281 Iteration 28Q: 3 clusters Score -137115.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -137115.171875 Penalty: 3574.363281 Iteration 29F: 3 clusters Score -137115.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Entering Unmasked Estep Score: -118329.562500 Penalty: 1727.807861 Iteration 0F: 2 clusters Score -118329.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -116357.421875 Penalty: 3455.615723 Iteration 0F: 3 clusters Score -116357.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -116640.367188 Penalty: 3455.615723 Iteration 1F: 3 clusters Score -116640.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -116712.210938 Penalty: 3455.615723 Iteration 2F: 3 clusters Score -116712.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -116756.132812 Penalty: 3455.615723 Iteration 3Q: 3 clusters Score -116756.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -116785.687500 Penalty: 3455.615723 Iteration 4Q: 3 clusters Score -116785.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -116798.218750 Penalty: 3455.615723 Iteration 5Q: 3 clusters Score -116798.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -116808.609375 Penalty: 3455.615723 Iteration 6Q: 3 clusters Score -116808.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -116815.351562 Penalty: 3455.615723 Iteration 7Q: 3 clusters Score -116815.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -116817.351562 Penalty: 3455.615723 Iteration 8Q: 3 clusters Score -116817.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -116817.351562 Penalty: 3455.615723 Iteration 9F: 3 clusters Score -116817.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Entering Unmasked Estep Score: -54042.355469 Penalty: 1557.538208 Iteration 0F: 2 clusters Score -54042.36 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 281 members Entering Unmasked Estep Score: -52566.398438 Penalty: 3115.076416 Iteration 0F: 3 clusters Score -52566.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -52838.699219 Penalty: 3115.076416 Iteration 1F: 3 clusters Score -52838.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -52947.125000 Penalty: 3115.076416 Iteration 2F: 3 clusters Score -52947.12 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -53131.445312 Penalty: 3115.076416 Iteration 3F: 3 clusters Score -53131.45 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -53331.480469 Penalty: 3115.076416 Iteration 4F: 3 clusters Score -53331.48 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -53531.250000 Penalty: 3115.076416 Iteration 5F: 3 clusters Score -53531.25 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -53752.335938 Penalty: 3115.076416 Iteration 6F: 3 clusters Score -53752.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -53873.945312 Penalty: 3115.076416 Iteration 7Q: 3 clusters Score -53873.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -53914.183594 Penalty: 3115.076416 Iteration 8Q: 3 clusters Score -53914.18 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -53951.800781 Penalty: 3115.076416 Iteration 9Q: 3 clusters Score -53951.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -53967.300781 Penalty: 3115.076416 Iteration 10Q: 3 clusters Score -53967.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -53968.203125 Penalty: 3115.076416 Iteration 11Q: 3 clusters Score -53968.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -53968.203125 Penalty: 3115.076416 Iteration 12F: 3 clusters Score -53968.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Entering Unmasked Estep Score: -139970.171875 Penalty: 1795.147217 Iteration 0F: 2 clusters Score -139970.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -137802.218750 Penalty: 3590.294434 Iteration 0F: 3 clusters Score -137802.2 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -138293.343750 Penalty: 3590.294434 Iteration 1F: 3 clusters Score -138293.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -138558.000000 Penalty: 3590.294434 Iteration 2F: 3 clusters Score -138558 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -138838.203125 Penalty: 3590.294434 Iteration 3F: 3 clusters Score -138838.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -139116.687500 Penalty: 3590.294434 Iteration 4F: 3 clusters Score -139116.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -139328.687500 Penalty: 3590.294434 Iteration 5F: 3 clusters Score -139328.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -139452.203125 Penalty: 3590.294434 Iteration 6Q: 3 clusters Score -139452.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -139531.109375 Penalty: 3590.294434 Iteration 7Q: 3 clusters Score -139531.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -139597.796875 Penalty: 3590.294434 Iteration 8Q: 3 clusters Score -139597.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -139690.031250 Penalty: 3590.294434 Iteration 9Q: 3 clusters Score -139690 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -139787.328125 Penalty: 3590.294434 Iteration 10Q: 3 clusters Score -139787.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -139836.859375 Penalty: 3590.294434 Iteration 11Q: 3 clusters Score -139836.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -139866.015625 Penalty: 3590.294434 Iteration 12Q: 3 clusters Score -139866 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -139883.140625 Penalty: 3590.294434 Iteration 13Q: 3 clusters Score -139883.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -139903.312500 Penalty: 3590.294434 Iteration 14Q: 3 clusters Score -139903.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -139917.156250 Penalty: 3590.294434 Iteration 15Q: 3 clusters Score -139917.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -139926.656250 Penalty: 3590.294434 Iteration 16Q: 3 clusters Score -139926.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -139929.562500 Penalty: 3590.294434 Iteration 17Q: 3 clusters Score -139929.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -139931.312500 Penalty: 3590.294434 Iteration 18Q: 3 clusters Score -139931.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -139934.453125 Penalty: 3590.294434 Iteration 19Q: 3 clusters Score -139934.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -139935.046875 Penalty: 3590.294434 Iteration 20F: 3 clusters Score -139935 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (74122 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74122 members Entering Unmasked Estep Score: -8540448.000000 Penalty: 2780.939941 Iteration 0F: 2 clusters Score -8540448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36961 members Mstep: Class 2 contains 37161 members Entering Unmasked Estep Score: -8490942.000000 Penalty: 5561.879883 Iteration 0F: 3 clusters Score -8490942 nChanged 34638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36089 members Mstep: Class 2 contains 38033 members Entering Unmasked Estep Score: -8510455.000000 Penalty: 5561.879883 Iteration 1F: 3 clusters Score -8510455 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35412 members Mstep: Class 2 contains 38710 members Entering Unmasked Estep Score: -8511039.000000 Penalty: 5561.879883 Iteration 2Q: 3 clusters Score -8511039 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34322 members Mstep: Class 2 contains 39800 members Entering Unmasked Estep Score: -8511691.000000 Penalty: 5561.879883 Iteration 3Q: 3 clusters Score -8511691 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32672 members Mstep: Class 2 contains 41450 members Entering Unmasked Estep Score: -8512512.000000 Penalty: 5561.879883 Iteration 4Q: 3 clusters Score -8512512 nChanged 3193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30181 members Mstep: Class 2 contains 43941 members Entering Unmasked Estep Score: -8513798.000000 Penalty: 5561.879883 Iteration 5Q: 3 clusters Score -8513798 nChanged 4031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26620 members Mstep: Class 2 contains 47502 members Entering Unmasked Estep Score: -8515950.000000 Penalty: 5561.879883 Iteration 6F: 3 clusters Score -8515950 nChanged 5032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21960 members Mstep: Class 2 contains 52162 members Entering Unmasked Estep Score: -8519240.000000 Penalty: 5561.879883 Iteration 7F: 3 clusters Score -8519240 nChanged 5609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16563 members Mstep: Class 2 contains 57559 members Entering Unmasked Estep Score: -8523621.000000 Penalty: 5561.879883 Iteration 8F: 3 clusters Score -8523621 nChanged 5559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 62998 members Entering Unmasked Estep Score: -8528393.000000 Penalty: 5561.879883 Iteration 9F: 3 clusters Score -8528393 nChanged 4537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 67485 members Entering Unmasked Estep Score: -8532444.000000 Penalty: 5561.879883 Iteration 10F: 3 clusters Score -8532444 nChanged 3107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 70578 members Entering Unmasked Estep Score: -8535305.000000 Penalty: 5561.879883 Iteration 11Q: 3 clusters Score -8535305 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 72295 members Entering Unmasked Estep Score: -8536834.000000 Penalty: 5561.879883 Iteration 12Q: 3 clusters Score -8536834 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 73058 members Entering Unmasked Estep Score: -8537459.000000 Penalty: 5561.879883 Iteration 13Q: 3 clusters Score -8537459 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 73376 members Entering Unmasked Estep Score: -8537732.000000 Penalty: 5561.879883 Iteration 14Q: 3 clusters Score -8537732 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 73520 members Entering Unmasked Estep Score: -8537841.000000 Penalty: 5561.879883 Iteration 15Q: 3 clusters Score -8537841 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 73585 members Entering Unmasked Estep Score: -8537912.000000 Penalty: 5561.879883 Iteration 16Q: 3 clusters Score -8537912 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 73616 members Entering Unmasked Estep Score: -8537943.000000 Penalty: 5561.879883 Iteration 17Q: 3 clusters Score -8537943 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 73636 members Entering Unmasked Estep Score: -8537980.000000 Penalty: 5561.879883 Iteration 18Q: 3 clusters Score -8537980 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 73652 members Entering Unmasked Estep Score: -8537985.000000 Penalty: 5561.879883 Iteration 19Q: 3 clusters Score -8537985 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 73658 members Entering Unmasked Estep Score: -8537999.000000 Penalty: 5561.879883 Iteration 20F: 3 clusters Score -8537999 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 73660 members Entering Unmasked Estep Score: -8538007.000000 Penalty: 5561.879883 Iteration 21Q: 3 clusters Score -8538007 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 73667 members Entering Unmasked Estep Score: -8538012.000000 Penalty: 5561.879883 Iteration 22Q: 3 clusters Score -8538012 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 73670 members Entering Unmasked Estep Score: -8538015.000000 Penalty: 5561.879883 Iteration 23Q: 3 clusters Score -8538015 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 73671 members Entering Unmasked Estep Score: -8538017.000000 Penalty: 5561.879883 Iteration 24Q: 3 clusters Score -8538017 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 73669 members Entering Unmasked Estep Score: -8538018.000000 Penalty: 5561.879883 Iteration 25Q: 3 clusters Score -8538018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 73670 members Entering Unmasked Estep Score: -8538022.000000 Penalty: 5561.879883 Iteration 26Q: 3 clusters Score -8538022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 73670 members Entering Unmasked Estep Score: -8538022.000000 Penalty: 5561.879883 Iteration 27F: 3 clusters Score -8538022 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Entering Unmasked Estep Score: -145379.937500 Penalty: 1797.981567 Iteration 0F: 2 clusters Score -145379.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -143289.296875 Penalty: 3595.963135 Iteration 0F: 3 clusters Score -143289.3 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -143825.500000 Penalty: 3595.963135 Iteration 1F: 3 clusters Score -143825.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -143971.281250 Penalty: 3595.963135 Iteration 2F: 3 clusters Score -143971.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -144065.812500 Penalty: 3595.963135 Iteration 3F: 3 clusters Score -144065.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -144106.765625 Penalty: 3595.963135 Iteration 4Q: 3 clusters Score -144106.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -144134.468750 Penalty: 3595.963135 Iteration 5Q: 3 clusters Score -144134.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -144145.250000 Penalty: 3595.963135 Iteration 6Q: 3 clusters Score -144145.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -144151.937500 Penalty: 3595.963135 Iteration 7Q: 3 clusters Score -144151.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -144160.890625 Penalty: 3595.963135 Iteration 8Q: 3 clusters Score -144160.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -144171.578125 Penalty: 3595.963135 Iteration 9Q: 3 clusters Score -144171.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -144183.765625 Penalty: 3595.963135 Iteration 10Q: 3 clusters Score -144183.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -144194.625000 Penalty: 3595.963135 Iteration 11Q: 3 clusters Score -144194.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -144201.218750 Penalty: 3595.963135 Iteration 12Q: 3 clusters Score -144201.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -144209.078125 Penalty: 3595.963135 Iteration 13Q: 3 clusters Score -144209.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -144218.781250 Penalty: 3595.963135 Iteration 14Q: 3 clusters Score -144218.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -144224.343750 Penalty: 3595.963135 Iteration 15Q: 3 clusters Score -144224.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -144227.531250 Penalty: 3595.963135 Iteration 16Q: 3 clusters Score -144227.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -144229.890625 Penalty: 3595.963135 Iteration 17Q: 3 clusters Score -144229.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -144233.046875 Penalty: 3595.963135 Iteration 18Q: 3 clusters Score -144233 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -144235.921875 Penalty: 3595.963135 Iteration 19Q: 3 clusters Score -144235.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -144235.921875 Penalty: 3595.963135 Iteration 20F: 3 clusters Score -144235.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Entering Unmasked Estep Score: -220019.546875 Penalty: 1879.886963 Iteration 0F: 2 clusters Score -220019.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -217396.156250 Penalty: 3759.773926 Iteration 0F: 3 clusters Score -217396.2 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -217838.625000 Penalty: 3759.773926 Iteration 1F: 3 clusters Score -217838.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -218009.812500 Penalty: 3759.773926 Iteration 2F: 3 clusters Score -218009.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -218098.218750 Penalty: 3759.773926 Iteration 3Q: 3 clusters Score -218098.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -218146.515625 Penalty: 3759.773926 Iteration 4Q: 3 clusters Score -218146.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -218184.609375 Penalty: 3759.773926 Iteration 5Q: 3 clusters Score -218184.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -218213.250000 Penalty: 3759.773926 Iteration 6Q: 3 clusters Score -218213.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -218226.343750 Penalty: 3759.773926 Iteration 7Q: 3 clusters Score -218226.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -218231.531250 Penalty: 3759.773926 Iteration 8Q: 3 clusters Score -218231.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -218237.171875 Penalty: 3759.773926 Iteration 9Q: 3 clusters Score -218237.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -218242.625000 Penalty: 3759.773926 Iteration 10Q: 3 clusters Score -218242.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -218244.609375 Penalty: 3759.773926 Iteration 11Q: 3 clusters Score -218244.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -218246.000000 Penalty: 3759.773926 Iteration 12Q: 3 clusters Score -218246 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -218246.000000 Penalty: 3759.773926 Iteration 13F: 3 clusters Score -218246 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (28353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28353 members Entering Unmasked Estep Score: -3250101.500000 Penalty: 2542.616943 Iteration 0F: 2 clusters Score -3250102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14264 members Mstep: Class 2 contains 14089 members Entering Unmasked Estep Score: -3230620.500000 Penalty: 5085.233887 Iteration 0F: 3 clusters Score -3230620 nChanged 12762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 13579 members Entering Unmasked Estep Score: -3237471.000000 Penalty: 5085.233887 Iteration 1F: 3 clusters Score -3237471 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -3237890.750000 Penalty: 5085.233887 Iteration 2Q: 3 clusters Score -3237891 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15494 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -3238286.000000 Penalty: 5085.233887 Iteration 3Q: 3 clusters Score -3238286 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16078 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -3238703.250000 Penalty: 5085.233887 Iteration 4Q: 3 clusters Score -3238703 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16919 members Mstep: Class 2 contains 11434 members Entering Unmasked Estep Score: -3239273.000000 Penalty: 5085.233887 Iteration 5Q: 3 clusters Score -3239273 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -3240065.250000 Penalty: 5085.233887 Iteration 6F: 3 clusters Score -3240065 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19444 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -3241194.000000 Penalty: 5085.233887 Iteration 7F: 3 clusters Score -3241194 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21074 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -3242622.250000 Penalty: 5085.233887 Iteration 8F: 3 clusters Score -3242622 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22712 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -3244088.250000 Penalty: 5085.233887 Iteration 9F: 3 clusters Score -3244088 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24199 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -3245438.750000 Penalty: 5085.233887 Iteration 10F: 3 clusters Score -3245439 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25288 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -3246355.250000 Penalty: 5085.233887 Iteration 11Q: 3 clusters Score -3246355 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26032 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -3247032.750000 Penalty: 5085.233887 Iteration 12Q: 3 clusters Score -3247033 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26514 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -3247473.250000 Penalty: 5085.233887 Iteration 13Q: 3 clusters Score -3247473 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26802 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -3247698.500000 Penalty: 5085.233887 Iteration 14Q: 3 clusters Score -3247698 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27009 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -3247847.250000 Penalty: 5085.233887 Iteration 15Q: 3 clusters Score -3247847 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -3247939.500000 Penalty: 5085.233887 Iteration 16Q: 3 clusters Score -3247940 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27215 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -3247998.250000 Penalty: 5085.233887 Iteration 17Q: 3 clusters Score -3247998 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27264 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -3248041.750000 Penalty: 5085.233887 Iteration 18Q: 3 clusters Score -3248042 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27305 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -3248084.000000 Penalty: 5085.233887 Iteration 19Q: 3 clusters Score -3248084 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27336 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -3248097.250000 Penalty: 5085.233887 Iteration 20F: 3 clusters Score -3248097 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27361 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -3248122.250000 Penalty: 5085.233887 Iteration 21Q: 3 clusters Score -3248122 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27383 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -3248140.250000 Penalty: 5085.233887 Iteration 22Q: 3 clusters Score -3248140 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27410 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -3248159.750000 Penalty: 5085.233887 Iteration 23Q: 3 clusters Score -3248160 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27426 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -3248165.250000 Penalty: 5085.233887 Iteration 24Q: 3 clusters Score -3248165 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27437 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -3248170.000000 Penalty: 5085.233887 Iteration 25Q: 3 clusters Score -3248170 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27451 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -3248190.000000 Penalty: 5085.233887 Iteration 26Q: 3 clusters Score -3248190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27456 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -3248198.000000 Penalty: 5085.233887 Iteration 27Q: 3 clusters Score -3248198 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27460 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -3248197.750000 Penalty: 5085.233887 Iteration 28Q: 3 clusters Score -3248198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27457 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -3248200.750000 Penalty: 5085.233887 Iteration 29Q: 3 clusters Score -3248201 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27455 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -3248198.750000 Penalty: 5085.233887 Iteration 30Q: 3 clusters Score -3248199 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27455 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -3248198.750000 Penalty: 5085.233887 Iteration 31F: 3 clusters Score -3248199 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6109 members Mstep: Class 5 contains 2892 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74122 members Mstep: Class 17 contains 1408 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904550.000000 Penalty: 32596.687500 Iteration 79Q: 12 clusters Score -1.790455e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6111 members Mstep: Class 5 contains 2890 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1061 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74122 members Mstep: Class 17 contains 1409 members Mstep: Class 19 contains 1958 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904556.000000 Penalty: 32596.687500 Iteration 80F: 12 clusters Score -1.790456e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6114 members Mstep: Class 5 contains 2889 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74120 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1956 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904552.000000 Penalty: 32596.687500 Iteration 81Q: 12 clusters Score -1.790455e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6120 members Mstep: Class 5 contains 2884 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74118 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1958 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904578.000000 Penalty: 32596.687500 Iteration 82Q: 12 clusters Score -1.790458e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6123 members Mstep: Class 5 contains 2882 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1392 members Mstep: Class 15 contains 74116 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904576.000000 Penalty: 32596.687500 Iteration 83Q: 12 clusters Score -1.790458e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6125 members Mstep: Class 5 contains 2880 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74116 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1960 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904564.000000 Penalty: 32596.687500 Iteration 84Q: 12 clusters Score -1.790456e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6127 members Mstep: Class 5 contains 2878 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74115 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1961 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904566.000000 Penalty: 32596.687500 Iteration 85Q: 12 clusters Score -1.790457e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6130 members Mstep: Class 5 contains 2875 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74113 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1963 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904560.000000 Penalty: 32596.687500 Iteration 86Q: 12 clusters Score -1.790456e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6133 members Mstep: Class 5 contains 2873 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74112 members Mstep: Class 17 contains 1411 members Mstep: Class 19 contains 1962 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904568.000000 Penalty: 32596.687500 Iteration 87Q: 12 clusters Score -1.790457e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6137 members Mstep: Class 5 contains 2870 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74110 members Mstep: Class 17 contains 1411 members Mstep: Class 19 contains 1963 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904552.000000 Penalty: 32596.687500 Iteration 88Q: 12 clusters Score -1.790455e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6141 members Mstep: Class 5 contains 2868 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74107 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1963 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904564.000000 Penalty: 32596.687500 Iteration 89Q: 12 clusters Score -1.790456e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6146 members Mstep: Class 5 contains 2864 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74107 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1962 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904566.000000 Penalty: 32596.687500 Iteration 90Q: 12 clusters Score -1.790457e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6155 members Mstep: Class 5 contains 2856 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74106 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1962 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904550.000000 Penalty: 32596.687500 Iteration 91Q: 12 clusters Score -1.790455e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6167 members Mstep: Class 5 contains 2845 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74104 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1963 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904540.000000 Penalty: 32596.687500 Iteration 92Q: 12 clusters Score -1.790454e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6175 members Mstep: Class 5 contains 2835 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74104 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1965 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904548.000000 Penalty: 32596.687500 Iteration 93Q: 12 clusters Score -1.790455e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6180 members Mstep: Class 5 contains 2830 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74106 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1963 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904548.000000 Penalty: 32596.687500 Iteration 94Q: 12 clusters Score -1.790455e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6189 members Mstep: Class 5 contains 2822 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1062 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74106 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1962 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904538.000000 Penalty: 32596.687500 Iteration 95Q: 12 clusters Score -1.790454e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6198 members Mstep: Class 5 contains 2813 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1063 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74106 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1961 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904532.000000 Penalty: 32596.687500 Iteration 96Q: 12 clusters Score -1.790453e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6204 members Mstep: Class 5 contains 2807 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1063 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74107 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1960 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904528.000000 Penalty: 32596.687500 Iteration 97Q: 12 clusters Score -1.790453e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6211 members Mstep: Class 5 contains 2803 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1063 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74105 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904536.000000 Penalty: 32596.687500 Iteration 98Q: 12 clusters Score -1.790454e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6218 members Mstep: Class 5 contains 2799 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1063 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74103 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1958 members Mstep: Class 20 contains 28352 members Entering Unmasked Estep ConsiderDeletion Score: -17904538.000000 Penalty: 32596.687500 Iteration 99Q: 12 clusters Score -1.790454e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6224 members Mstep: Class 5 contains 2795 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1063 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74101 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1957 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904546.000000 Penalty: 32596.687500 Iteration 100F: 12 clusters Score -1.790455e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6228 members Mstep: Class 5 contains 2789 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1064 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74101 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1958 members Mstep: Class 20 contains 28353 members Entering Unmasked Estep ConsiderDeletion Score: -17904544.000000 Penalty: 32596.687500 Iteration 101Q: 12 clusters Score -1.790454e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6234 members Mstep: Class 5 contains 2785 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1066 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74098 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28351 members Entering Unmasked Estep ConsiderDeletion Score: -17904544.000000 Penalty: 32596.687500 Iteration 102Q: 12 clusters Score -1.790454e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6236 members Mstep: Class 5 contains 2783 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1067 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74097 members Mstep: Class 17 contains 1412 members Mstep: Class 19 contains 1960 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904528.000000 Penalty: 32596.687500 Iteration 103Q: 12 clusters Score -1.790453e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6237 members Mstep: Class 5 contains 2783 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1069 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74095 members Mstep: Class 17 contains 1411 members Mstep: Class 19 contains 1960 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904520.000000 Penalty: 32596.687500 Iteration 104Q: 12 clusters Score -1.790452e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6238 members Mstep: Class 5 contains 2782 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1072 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74093 members Mstep: Class 17 contains 1411 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904524.000000 Penalty: 32596.687500 Iteration 105Q: 12 clusters Score -1.790452e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6239 members Mstep: Class 5 contains 2782 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1075 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74089 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1960 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904518.000000 Penalty: 32596.687500 Iteration 106Q: 12 clusters Score -1.790452e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6242 members Mstep: Class 5 contains 2779 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1075 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74089 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1960 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904524.000000 Penalty: 32596.687500 Iteration 107Q: 12 clusters Score -1.790452e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6245 members Mstep: Class 5 contains 2778 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1075 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74088 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904520.000000 Penalty: 32596.687500 Iteration 108Q: 12 clusters Score -1.790452e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6249 members Mstep: Class 5 contains 2777 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1075 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74085 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904524.000000 Penalty: 32596.687500 Iteration 109Q: 12 clusters Score -1.790452e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6252 members Mstep: Class 5 contains 2777 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1075 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74082 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904528.000000 Penalty: 32596.687500 Iteration 110Q: 12 clusters Score -1.790453e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6253 members Mstep: Class 5 contains 2777 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1075 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74081 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904520.000000 Penalty: 32596.687500 Iteration 111Q: 12 clusters Score -1.790452e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 2 contains 35446 members Mstep: Class 3 contains 6253 members Mstep: Class 5 contains 2777 members Mstep: Class 7 contains 1348 members Mstep: Class 8 contains 1075 members Mstep: Class 13 contains 534 members Mstep: Class 14 contains 1391 members Mstep: Class 15 contains 74081 members Mstep: Class 17 contains 1410 members Mstep: Class 19 contains 1959 members Mstep: Class 20 contains 28350 members Entering Unmasked Estep ConsiderDeletion Score: -17904520.000000 Penalty: 32596.687500 Iteration 112F: 12 clusters Score -1.790452e+07 nChanged 0 Entering ConstructFrom: Score: -17904520.000000 Penalty: 32596.687500 Entering ConstructFrom: Trying to split cluster 2 (35446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35446 members Entering Unmasked Estep Score: -4519148.500000 Penalty: 2597.989746 Iteration 0F: 2 clusters Score -4519148 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17767 members Mstep: Class 2 contains 17679 members Entering Unmasked Estep Score: -4495087.000000 Penalty: 5195.979492 Iteration 0F: 3 clusters Score -4495087 nChanged 16123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18356 members Mstep: Class 2 contains 17090 members Entering Unmasked Estep Score: -4504100.500000 Penalty: 5195.979492 Iteration 1F: 3 clusters Score -4504100 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18882 members Mstep: Class 2 contains 16564 members Entering Unmasked Estep Score: -4504763.000000 Penalty: 5195.979492 Iteration 2F: 3 clusters Score -4504763 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19528 members Mstep: Class 2 contains 15918 members Entering Unmasked Estep Score: -4505437.500000 Penalty: 5195.979492 Iteration 3Q: 3 clusters Score -4505438 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20447 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -4506236.000000 Penalty: 5195.979492 Iteration 4F: 3 clusters Score -4506236 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21703 members Mstep: Class 2 contains 13743 members Entering Unmasked Estep Score: -4507260.500000 Penalty: 5195.979492 Iteration 5F: 3 clusters Score -4507260 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23280 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -4508531.000000 Penalty: 5195.979492 Iteration 6F: 3 clusters Score -4508531 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25018 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -4509867.500000 Penalty: 5195.979492 Iteration 7F: 3 clusters Score -4509868 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26602 members Mstep: Class 2 contains 8844 members Entering Unmasked Estep Score: -4511030.000000 Penalty: 5195.979492 Iteration 8F: 3 clusters Score -4511030 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28026 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -4512081.000000 Penalty: 5195.979492 Iteration 9Q: 3 clusters Score -4512081 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29262 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -4512949.000000 Penalty: 5195.979492 Iteration 10Q: 3 clusters Score -4512949 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30247 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -4513614.500000 Penalty: 5195.979492 Iteration 11Q: 3 clusters Score -4513614 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31122 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -4514143.500000 Penalty: 5195.979492 Iteration 12Q: 3 clusters Score -4514144 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31860 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -4514639.500000 Penalty: 5195.979492 Iteration 13Q: 3 clusters Score -4514640 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32492 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -4515134.500000 Penalty: 5195.979492 Iteration 14Q: 3 clusters Score -4515134 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32986 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -4515602.500000 Penalty: 5195.979492 Iteration 15Q: 3 clusters Score -4515602 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33347 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -4515948.000000 Penalty: 5195.979492 Iteration 16Q: 3 clusters Score -4515948 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33609 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -4516230.000000 Penalty: 5195.979492 Iteration 17Q: 3 clusters Score -4516230 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33772 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -4516417.000000 Penalty: 5195.979492 Iteration 18Q: 3 clusters Score -4516417 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33899 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -4516543.000000 Penalty: 5195.979492 Iteration 19Q: 3 clusters Score -4516543 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33990 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -4516607.500000 Penalty: 5195.979492 Iteration 20F: 3 clusters Score -4516608 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34059 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -4516667.000000 Penalty: 5195.979492 Iteration 21Q: 3 clusters Score -4516667 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34125 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -4516710.000000 Penalty: 5195.979492 Iteration 22Q: 3 clusters Score -4516710 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34185 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -4516744.500000 Penalty: 5195.979492 Iteration 23Q: 3 clusters Score -4516744 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34228 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -4516769.000000 Penalty: 5195.979492 Iteration 24Q: 3 clusters Score -4516769 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34266 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -4516783.000000 Penalty: 5195.979492 Iteration 25Q: 3 clusters Score -4516783 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34294 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -4516798.000000 Penalty: 5195.979492 Iteration 26Q: 3 clusters Score -4516798 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34317 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -4516818.500000 Penalty: 5195.979492 Iteration 27Q: 3 clusters Score -4516818 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34337 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -4516826.000000 Penalty: 5195.979492 Iteration 28Q: 3 clusters Score -4516826 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34355 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -4516841.000000 Penalty: 5195.979492 Iteration 29Q: 3 clusters Score -4516841 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34372 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -4516845.500000 Penalty: 5195.979492 Iteration 30Q: 3 clusters Score -4516846 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34383 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -4516862.500000 Penalty: 5195.979492 Iteration 31Q: 3 clusters Score -4516862 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34394 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -4516869.500000 Penalty: 5195.979492 Iteration 32Q: 3 clusters Score -4516870 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34412 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -4516870.000000 Penalty: 5195.979492 Iteration 33Q: 3 clusters Score -4516870 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34427 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -4516872.500000 Penalty: 5195.979492 Iteration 34Q: 3 clusters Score -4516872 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34438 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -4516872.500000 Penalty: 5195.979492 Iteration 35Q: 3 clusters Score -4516872 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34446 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -4516880.000000 Penalty: 5195.979492 Iteration 36Q: 3 clusters Score -4516880 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34450 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -4516880.000000 Penalty: 5195.979492 Iteration 37Q: 3 clusters Score -4516880 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34456 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -4516882.500000 Penalty: 5195.979492 Iteration 38Q: 3 clusters Score -4516882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34461 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -4516889.000000 Penalty: 5195.979492 Iteration 39Q: 3 clusters Score -4516889 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34460 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -4516881.500000 Penalty: 5195.979492 Iteration 40F: 3 clusters Score -4516882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34463 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -4516885.500000 Penalty: 5195.979492 Iteration 41Q: 3 clusters Score -4516886 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34467 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -4516884.000000 Penalty: 5195.979492 Iteration 42Q: 3 clusters Score -4516884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34472 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -4516887.000000 Penalty: 5195.979492 Iteration 43Q: 3 clusters Score -4516887 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34474 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -4516884.500000 Penalty: 5195.979492 Iteration 44Q: 3 clusters Score -4516884 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34477 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -4516884.500000 Penalty: 5195.979492 Iteration 45Q: 3 clusters Score -4516884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34483 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -4516889.500000 Penalty: 5195.979492 Iteration 46Q: 3 clusters Score -4516890 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34489 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -4516891.500000 Penalty: 5195.979492 Iteration 47Q: 3 clusters Score -4516892 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34497 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -4516896.500000 Penalty: 5195.979492 Iteration 48Q: 3 clusters Score -4516896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34499 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -4516894.000000 Penalty: 5195.979492 Iteration 49Q: 3 clusters Score -4516894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34502 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -4516897.000000 Penalty: 5195.979492 Iteration 50Q: 3 clusters Score -4516897 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34505 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -4516900.000000 Penalty: 5195.979492 Iteration 51Q: 3 clusters Score -4516900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34507 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -4516901.500000 Penalty: 5195.979492 Iteration 52Q: 3 clusters Score -4516902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34512 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -4516895.000000 Penalty: 5195.979492 Iteration 53Q: 3 clusters Score -4516895 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34515 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -4516898.000000 Penalty: 5195.979492 Iteration 54Q: 3 clusters Score -4516898 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34519 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -4516900.500000 Penalty: 5195.979492 Iteration 55Q: 3 clusters Score -4516900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34519 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -4516901.500000 Penalty: 5195.979492 Iteration 56Q: 3 clusters Score -4516902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34521 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -4516907.000000 Penalty: 5195.979492 Iteration 57Q: 3 clusters Score -4516907 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34522 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -4516905.500000 Penalty: 5195.979492 Iteration 58Q: 3 clusters Score -4516906 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34523 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -4516909.000000 Penalty: 5195.979492 Iteration 59Q: 3 clusters Score -4516909 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34522 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -4516907.000000 Penalty: 5195.979492 Iteration 60F: 3 clusters Score -4516907 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Entering Unmasked Estep Score: -716438.625000 Penalty: 2167.722656 Iteration 0F: 2 clusters Score -716438.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -711185.812500 Penalty: 4335.445312 Iteration 0F: 3 clusters Score -711185.8 nChanged 2399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -712473.187500 Penalty: 4335.445312 Iteration 1F: 3 clusters Score -712473.2 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -712682.687500 Penalty: 4335.445312 Iteration 2F: 3 clusters Score -712682.7 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -712836.250000 Penalty: 4335.445312 Iteration 3Q: 3 clusters Score -712836.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -712945.187500 Penalty: 4335.445312 Iteration 4Q: 3 clusters Score -712945.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -713023.750000 Penalty: 4335.445312 Iteration 5Q: 3 clusters Score -713023.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -713080.812500 Penalty: 4335.445312 Iteration 6Q: 3 clusters Score -713080.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -713129.125000 Penalty: 4335.445312 Iteration 7Q: 3 clusters Score -713129.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -713169.125000 Penalty: 4335.445312 Iteration 8Q: 3 clusters Score -713169.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -713208.875000 Penalty: 4335.445312 Iteration 9Q: 3 clusters Score -713208.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -713249.750000 Penalty: 4335.445312 Iteration 10Q: 3 clusters Score -713249.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -713293.562500 Penalty: 4335.445312 Iteration 11Q: 3 clusters Score -713293.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -713341.937500 Penalty: 4335.445312 Iteration 12Q: 3 clusters Score -713341.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -713385.687500 Penalty: 4335.445312 Iteration 13Q: 3 clusters Score -713385.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -713435.875000 Penalty: 4335.445312 Iteration 14Q: 3 clusters Score -713435.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -713484.750000 Penalty: 4335.445312 Iteration 15Q: 3 clusters Score -713484.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -713530.562500 Penalty: 4335.445312 Iteration 16Q: 3 clusters Score -713530.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -713587.312500 Penalty: 4335.445312 Iteration 17Q: 3 clusters Score -713587.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -713649.375000 Penalty: 4335.445312 Iteration 18Q: 3 clusters Score -713649.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -713710.625000 Penalty: 4335.445312 Iteration 19Q: 3 clusters Score -713710.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -713765.312500 Penalty: 4335.445312 Iteration 20F: 3 clusters Score -713765.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -713830.437500 Penalty: 4335.445312 Iteration 21Q: 3 clusters Score -713830.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -713898.312500 Penalty: 4335.445312 Iteration 22Q: 3 clusters Score -713898.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -713962.062500 Penalty: 4335.445312 Iteration 23Q: 3 clusters Score -713962.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -714023.375000 Penalty: 4335.445312 Iteration 24Q: 3 clusters Score -714023.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -714093.312500 Penalty: 4335.445312 Iteration 25Q: 3 clusters Score -714093.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -714163.312500 Penalty: 4335.445312 Iteration 26Q: 3 clusters Score -714163.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -714236.125000 Penalty: 4335.445312 Iteration 27Q: 3 clusters Score -714236.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -714315.687500 Penalty: 4335.445312 Iteration 28Q: 3 clusters Score -714315.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -714400.062500 Penalty: 4335.445312 Iteration 29Q: 3 clusters Score -714400.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -714464.312500 Penalty: 4335.445312 Iteration 30Q: 3 clusters Score -714464.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -714507.437500 Penalty: 4335.445312 Iteration 31Q: 3 clusters Score -714507.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -714547.625000 Penalty: 4335.445312 Iteration 32Q: 3 clusters Score -714547.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -714579.937500 Penalty: 4335.445312 Iteration 33Q: 3 clusters Score -714579.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -714596.500000 Penalty: 4335.445312 Iteration 34Q: 3 clusters Score -714596.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -714606.500000 Penalty: 4335.445312 Iteration 35Q: 3 clusters Score -714606.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -714616.875000 Penalty: 4335.445312 Iteration 36Q: 3 clusters Score -714616.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -714620.937500 Penalty: 4335.445312 Iteration 37Q: 3 clusters Score -714620.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -714622.937500 Penalty: 4335.445312 Iteration 38Q: 3 clusters Score -714622.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -714627.687500 Penalty: 4335.445312 Iteration 39Q: 3 clusters Score -714627.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -714629.812500 Penalty: 4335.445312 Iteration 40F: 3 clusters Score -714629.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -714631.250000 Penalty: 4335.445312 Iteration 41Q: 3 clusters Score -714631.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -714632.187500 Penalty: 4335.445312 Iteration 42Q: 3 clusters Score -714632.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -714632.187500 Penalty: 4335.445312 Iteration 43Q: 3 clusters Score -714632.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -714632.437500 Penalty: 4335.445312 Iteration 44Q: 3 clusters Score -714632.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -714634.250000 Penalty: 4335.445312 Iteration 45Q: 3 clusters Score -714634.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -714635.062500 Penalty: 4335.445312 Iteration 46Q: 3 clusters Score -714635.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -714635.062500 Penalty: 4335.445312 Iteration 47F: 3 clusters Score -714635.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Entering Unmasked Estep Score: -299310.593750 Penalty: 1966.423340 Iteration 0F: 2 clusters Score -299310.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -296252.187500 Penalty: 3932.846680 Iteration 0F: 3 clusters Score -296252.2 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -296884.937500 Penalty: 3932.846680 Iteration 1F: 3 clusters Score -296884.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -297032.593750 Penalty: 3932.846680 Iteration 2F: 3 clusters Score -297032.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -297121.875000 Penalty: 3932.846680 Iteration 3Q: 3 clusters Score -297121.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -297189.593750 Penalty: 3932.846680 Iteration 4Q: 3 clusters Score -297189.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -297246.718750 Penalty: 3932.846680 Iteration 5Q: 3 clusters Score -297246.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -297298.875000 Penalty: 3932.846680 Iteration 6Q: 3 clusters Score -297298.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -297358.812500 Penalty: 3932.846680 Iteration 7Q: 3 clusters Score -297358.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -297412.062500 Penalty: 3932.846680 Iteration 8Q: 3 clusters Score -297412.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -297466.156250 Penalty: 3932.846680 Iteration 9Q: 3 clusters Score -297466.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -297522.062500 Penalty: 3932.846680 Iteration 10Q: 3 clusters Score -297522.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -297559.843750 Penalty: 3932.846680 Iteration 11Q: 3 clusters Score -297559.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -297592.375000 Penalty: 3932.846680 Iteration 12Q: 3 clusters Score -297592.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -297620.968750 Penalty: 3932.846680 Iteration 13Q: 3 clusters Score -297621 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -297654.406250 Penalty: 3932.846680 Iteration 14Q: 3 clusters Score -297654.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -297685.812500 Penalty: 3932.846680 Iteration 15Q: 3 clusters Score -297685.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -297710.125000 Penalty: 3932.846680 Iteration 16Q: 3 clusters Score -297710.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -297740.968750 Penalty: 3932.846680 Iteration 17Q: 3 clusters Score -297741 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -297766.437500 Penalty: 3932.846680 Iteration 18Q: 3 clusters Score -297766.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -297790.125000 Penalty: 3932.846680 Iteration 19Q: 3 clusters Score -297790.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -297813.156250 Penalty: 3932.846680 Iteration 20F: 3 clusters Score -297813.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -297842.093750 Penalty: 3932.846680 Iteration 21Q: 3 clusters Score -297842.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -297861.218750 Penalty: 3932.846680 Iteration 22Q: 3 clusters Score -297861.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -297873.468750 Penalty: 3932.846680 Iteration 23Q: 3 clusters Score -297873.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -297881.156250 Penalty: 3932.846680 Iteration 24Q: 3 clusters Score -297881.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -297884.875000 Penalty: 3932.846680 Iteration 25Q: 3 clusters Score -297884.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -297889.312500 Penalty: 3932.846680 Iteration 26Q: 3 clusters Score -297889.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -297895.531250 Penalty: 3932.846680 Iteration 27Q: 3 clusters Score -297895.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -297899.656250 Penalty: 3932.846680 Iteration 28Q: 3 clusters Score -297899.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -297904.906250 Penalty: 3932.846680 Iteration 29Q: 3 clusters Score -297904.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -297909.343750 Penalty: 3932.846680 Iteration 30Q: 3 clusters Score -297909.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -297912.343750 Penalty: 3932.846680 Iteration 31Q: 3 clusters Score -297912.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -297915.343750 Penalty: 3932.846680 Iteration 32Q: 3 clusters Score -297915.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -297916.656250 Penalty: 3932.846680 Iteration 33Q: 3 clusters Score -297916.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -297917.218750 Penalty: 3932.846680 Iteration 34Q: 3 clusters Score -297917.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -297919.468750 Penalty: 3932.846680 Iteration 35Q: 3 clusters Score -297919.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -297921.906250 Penalty: 3932.846680 Iteration 36Q: 3 clusters Score -297921.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -297923.218750 Penalty: 3932.846680 Iteration 37Q: 3 clusters Score -297923.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -297923.218750 Penalty: 3932.846680 Iteration 38F: 3 clusters Score -297923.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Entering Unmasked Estep Score: -137296.703125 Penalty: 1787.181641 Iteration 0F: 2 clusters Score -137296.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -135161.093750 Penalty: 3574.363281 Iteration 0F: 3 clusters Score -135161.1 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -135601.515625 Penalty: 3574.363281 Iteration 1F: 3 clusters Score -135601.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -135779.765625 Penalty: 3574.363281 Iteration 2F: 3 clusters Score -135779.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -135880.203125 Penalty: 3574.363281 Iteration 3F: 3 clusters Score -135880.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -135993.375000 Penalty: 3574.363281 Iteration 4Q: 3 clusters Score -135993.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -136120.109375 Penalty: 3574.363281 Iteration 5Q: 3 clusters Score -136120.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -136268.281250 Penalty: 3574.363281 Iteration 6Q: 3 clusters Score -136268.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -136454.765625 Penalty: 3574.363281 Iteration 7Q: 3 clusters Score -136454.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -136554.171875 Penalty: 3574.363281 Iteration 8Q: 3 clusters Score -136554.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -136642.171875 Penalty: 3574.363281 Iteration 9Q: 3 clusters Score -136642.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -136703.828125 Penalty: 3574.363281 Iteration 10Q: 3 clusters Score -136703.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -136760.093750 Penalty: 3574.363281 Iteration 11Q: 3 clusters Score -136760.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -136793.187500 Penalty: 3574.363281 Iteration 12Q: 3 clusters Score -136793.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -136822.859375 Penalty: 3574.363281 Iteration 13Q: 3 clusters Score -136822.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -136840.750000 Penalty: 3574.363281 Iteration 14Q: 3 clusters Score -136840.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -136865.468750 Penalty: 3574.363281 Iteration 15Q: 3 clusters Score -136865.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -136886.187500 Penalty: 3574.363281 Iteration 16Q: 3 clusters Score -136886.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -136906.156250 Penalty: 3574.363281 Iteration 17Q: 3 clusters Score -136906.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -136918.875000 Penalty: 3574.363281 Iteration 18Q: 3 clusters Score -136918.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -136934.031250 Penalty: 3574.363281 Iteration 19Q: 3 clusters Score -136934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -136947.062500 Penalty: 3574.363281 Iteration 20F: 3 clusters Score -136947.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -136985.062500 Penalty: 3574.363281 Iteration 21Q: 3 clusters Score -136985.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -137014.750000 Penalty: 3574.363281 Iteration 22Q: 3 clusters Score -137014.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -137029.734375 Penalty: 3574.363281 Iteration 23Q: 3 clusters Score -137029.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -137050.750000 Penalty: 3574.363281 Iteration 24Q: 3 clusters Score -137050.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -137079.171875 Penalty: 3574.363281 Iteration 25Q: 3 clusters Score -137079.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -137103.718750 Penalty: 3574.363281 Iteration 26Q: 3 clusters Score -137103.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -137110.281250 Penalty: 3574.363281 Iteration 27Q: 3 clusters Score -137110.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -137113.406250 Penalty: 3574.363281 Iteration 28Q: 3 clusters Score -137113.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -137116.250000 Penalty: 3574.363281 Iteration 29Q: 3 clusters Score -137116.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -137124.843750 Penalty: 3574.363281 Iteration 30Q: 3 clusters Score -137124.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -137129.031250 Penalty: 3574.363281 Iteration 31Q: 3 clusters Score -137129 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -137130.953125 Penalty: 3574.363281 Iteration 32Q: 3 clusters Score -137131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -137132.593750 Penalty: 3574.363281 Iteration 33Q: 3 clusters Score -137132.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -137133.984375 Penalty: 3574.363281 Iteration 34Q: 3 clusters Score -137134 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -137133.984375 Penalty: 3574.363281 Iteration 35F: 3 clusters Score -137134 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1075 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Entering Unmasked Estep Score: -119877.867188 Penalty: 1731.058838 Iteration 0F: 2 clusters Score -119877.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -117893.031250 Penalty: 3462.117676 Iteration 0F: 3 clusters Score -117893 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -118154.414062 Penalty: 3462.117676 Iteration 1F: 3 clusters Score -118154.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -118233.156250 Penalty: 3462.117676 Iteration 2F: 3 clusters Score -118233.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -118266.632812 Penalty: 3462.117676 Iteration 3Q: 3 clusters Score -118266.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -118286.406250 Penalty: 3462.117676 Iteration 4Q: 3 clusters Score -118286.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -118303.304688 Penalty: 3462.117676 Iteration 5Q: 3 clusters Score -118303.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -118311.898438 Penalty: 3462.117676 Iteration 6Q: 3 clusters Score -118311.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -118319.351562 Penalty: 3462.117676 Iteration 7Q: 3 clusters Score -118319.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -118324.015625 Penalty: 3462.117676 Iteration 8Q: 3 clusters Score -118324 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -118329.476562 Penalty: 3462.117676 Iteration 9Q: 3 clusters Score -118329.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -118334.828125 Penalty: 3462.117676 Iteration 10Q: 3 clusters Score -118334.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -118336.289062 Penalty: 3462.117676 Iteration 11Q: 3 clusters Score -118336.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -118336.289062 Penalty: 3462.117676 Iteration 12F: 3 clusters Score -118336.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (534 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Entering Unmasked Estep Score: -54042.355469 Penalty: 1557.538208 Iteration 0F: 2 clusters Score -54042.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -52733.671875 Penalty: 3115.076416 Iteration 0F: 3 clusters Score -52733.67 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -53328.027344 Penalty: 3115.076416 Iteration 1F: 3 clusters Score -53328.03 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -53564.113281 Penalty: 3115.076416 Iteration 2F: 3 clusters Score -53564.11 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -53680.359375 Penalty: 3115.076416 Iteration 3F: 3 clusters Score -53680.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -53723.320312 Penalty: 3115.076416 Iteration 4Q: 3 clusters Score -53723.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -53750.742188 Penalty: 3115.076416 Iteration 5Q: 3 clusters Score -53750.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -53773.058594 Penalty: 3115.076416 Iteration 6Q: 3 clusters Score -53773.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -53799.664062 Penalty: 3115.076416 Iteration 7Q: 3 clusters Score -53799.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -53813.953125 Penalty: 3115.076416 Iteration 8Q: 3 clusters Score -53813.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -53821.593750 Penalty: 3115.076416 Iteration 9Q: 3 clusters Score -53821.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -53821.593750 Penalty: 3115.076416 Iteration 10F: 3 clusters Score -53821.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Entering Unmasked Estep Score: -139890.328125 Penalty: 1794.968994 Iteration 0F: 2 clusters Score -139890.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -137716.546875 Penalty: 3589.937988 Iteration 0F: 3 clusters Score -137716.5 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -138124.875000 Penalty: 3589.937988 Iteration 1F: 3 clusters Score -138124.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -138386.281250 Penalty: 3589.937988 Iteration 2F: 3 clusters Score -138386.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -138704.687500 Penalty: 3589.937988 Iteration 3F: 3 clusters Score -138704.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -139119.812500 Penalty: 3589.937988 Iteration 4F: 3 clusters Score -139119.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -139417.937500 Penalty: 3589.937988 Iteration 5F: 3 clusters Score -139417.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -139583.968750 Penalty: 3589.937988 Iteration 6F: 3 clusters Score -139584 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -139674.421875 Penalty: 3589.937988 Iteration 7Q: 3 clusters Score -139674.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -139717.687500 Penalty: 3589.937988 Iteration 8Q: 3 clusters Score -139717.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -139737.781250 Penalty: 3589.937988 Iteration 9Q: 3 clusters Score -139737.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -139749.828125 Penalty: 3589.937988 Iteration 10Q: 3 clusters Score -139749.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -139753.875000 Penalty: 3589.937988 Iteration 11Q: 3 clusters Score -139753.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -139758.468750 Penalty: 3589.937988 Iteration 12Q: 3 clusters Score -139758.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -139761.218750 Penalty: 3589.937988 Iteration 13Q: 3 clusters Score -139761.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -139762.609375 Penalty: 3589.937988 Iteration 14Q: 3 clusters Score -139762.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -139763.359375 Penalty: 3589.937988 Iteration 15Q: 3 clusters Score -139763.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -139764.593750 Penalty: 3589.937988 Iteration 16Q: 3 clusters Score -139764.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -139764.593750 Penalty: 3589.937988 Iteration 17F: 3 clusters Score -139764.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (74081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74081 members Entering Unmasked Estep Score: -8535922.000000 Penalty: 2780.802734 Iteration 0F: 2 clusters Score -8535922 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37061 members Mstep: Class 2 contains 37020 members Entering Unmasked Estep Score: -8486128.000000 Penalty: 5561.605469 Iteration 0F: 3 clusters Score -8486128 nChanged 34947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36954 members Mstep: Class 2 contains 37127 members Entering Unmasked Estep Score: -8505691.000000 Penalty: 5561.605469 Iteration 1F: 3 clusters Score -8505691 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36904 members Mstep: Class 2 contains 37177 members Entering Unmasked Estep Score: -8506213.000000 Penalty: 5561.605469 Iteration 2Q: 3 clusters Score -8506213 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36770 members Mstep: Class 2 contains 37311 members Entering Unmasked Estep Score: -8506756.000000 Penalty: 5561.605469 Iteration 3Q: 3 clusters Score -8506756 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36582 members Mstep: Class 2 contains 37499 members Entering Unmasked Estep Score: -8507233.000000 Penalty: 5561.605469 Iteration 4Q: 3 clusters Score -8507233 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36316 members Mstep: Class 2 contains 37765 members Entering Unmasked Estep Score: -8507742.000000 Penalty: 5561.605469 Iteration 5Q: 3 clusters Score -8507742 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35910 members Mstep: Class 2 contains 38171 members Entering Unmasked Estep Score: -8508240.000000 Penalty: 5561.605469 Iteration 6Q: 3 clusters Score -8508240 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35346 members Mstep: Class 2 contains 38735 members Entering Unmasked Estep Score: -8508682.000000 Penalty: 5561.605469 Iteration 7Q: 3 clusters Score -8508682 nChanged 2328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34478 members Mstep: Class 2 contains 39603 members Entering Unmasked Estep Score: -8509417.000000 Penalty: 5561.605469 Iteration 8Q: 3 clusters Score -8509417 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33282 members Mstep: Class 2 contains 40799 members Entering Unmasked Estep Score: -8510287.000000 Penalty: 5561.605469 Iteration 9Q: 3 clusters Score -8510287 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31613 members Mstep: Class 2 contains 42468 members Entering Unmasked Estep Score: -8511415.000000 Penalty: 5561.605469 Iteration 10Q: 3 clusters Score -8511415 nChanged 3348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29485 members Mstep: Class 2 contains 44596 members Entering Unmasked Estep Score: -8512866.000000 Penalty: 5561.605469 Iteration 11Q: 3 clusters Score -8512866 nChanged 3714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26863 members Mstep: Class 2 contains 47218 members Entering Unmasked Estep Score: -8514687.000000 Penalty: 5561.605469 Iteration 12F: 3 clusters Score -8514687 nChanged 3879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23826 members Mstep: Class 2 contains 50255 members Entering Unmasked Estep Score: -8516763.000000 Penalty: 5561.605469 Iteration 13F: 3 clusters Score -8516763 nChanged 3858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20572 members Mstep: Class 2 contains 53509 members Entering Unmasked Estep Score: -8519039.000000 Penalty: 5561.605469 Iteration 14F: 3 clusters Score -8519039 nChanged 3871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17125 members Mstep: Class 2 contains 56956 members Entering Unmasked Estep Score: -8521569.000000 Penalty: 5561.605469 Iteration 15F: 3 clusters Score -8521569 nChanged 3557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13822 members Mstep: Class 2 contains 60259 members Entering Unmasked Estep Score: -8524039.000000 Penalty: 5561.605469 Iteration 16Q: 3 clusters Score -8524039 nChanged 3257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10683 members Mstep: Class 2 contains 63398 members Entering Unmasked Estep Score: -8526354.000000 Penalty: 5561.605469 Iteration 17Q: 3 clusters Score -8526354 nChanged 2899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 66245 members Entering Unmasked Estep Score: -8528553.000000 Penalty: 5561.605469 Iteration 18Q: 3 clusters Score -8528553 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 68471 members Entering Unmasked Estep Score: -8530225.000000 Penalty: 5561.605469 Iteration 19Q: 3 clusters Score -8530225 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 70110 members Entering Unmasked Estep Score: -8531468.000000 Penalty: 5561.605469 Iteration 20F: 3 clusters Score -8531468 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 71242 members Entering Unmasked Estep Score: -8532249.000000 Penalty: 5561.605469 Iteration 21Q: 3 clusters Score -8532249 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 71973 members Entering Unmasked Estep Score: -8532669.000000 Penalty: 5561.605469 Iteration 22Q: 3 clusters Score -8532669 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 72456 members Entering Unmasked Estep Score: -8532954.000000 Penalty: 5561.605469 Iteration 23Q: 3 clusters Score -8532954 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 72786 members Entering Unmasked Estep Score: -8533161.000000 Penalty: 5561.605469 Iteration 24Q: 3 clusters Score -8533161 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 72982 members Entering Unmasked Estep Score: -8533248.000000 Penalty: 5561.605469 Iteration 25Q: 3 clusters Score -8533248 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 73118 members Entering Unmasked Estep Score: -8533343.000000 Penalty: 5561.605469 Iteration 26Q: 3 clusters Score -8533343 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 73222 members Entering Unmasked Estep Score: -8533393.000000 Penalty: 5561.605469 Iteration 27Q: 3 clusters Score -8533393 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 73295 members Entering Unmasked Estep Score: -8533429.000000 Penalty: 5561.605469 Iteration 28Q: 3 clusters Score -8533429 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 73342 members Entering Unmasked Estep Score: -8533456.000000 Penalty: 5561.605469 Iteration 29Q: 3 clusters Score -8533456 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 73387 members Entering Unmasked Estep Score: -8533488.000000 Penalty: 5561.605469 Iteration 30Q: 3 clusters Score -8533488 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 73417 members Entering Unmasked Estep Score: -8533512.000000 Penalty: 5561.605469 Iteration 31Q: 3 clusters Score -8533512 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 73427 members Entering Unmasked Estep Score: -8533545.000000 Penalty: 5561.605469 Iteration 32Q: 3 clusters Score -8533545 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 73442 members Entering Unmasked Estep Score: -8533554.000000 Penalty: 5561.605469 Iteration 33Q: 3 clusters Score -8533554 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 73452 members Entering Unmasked Estep Score: -8533554.000000 Penalty: 5561.605469 Iteration 34Q: 3 clusters Score -8533554 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 73462 members Entering Unmasked Estep Score: -8533573.000000 Penalty: 5561.605469 Iteration 35Q: 3 clusters Score -8533573 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 73471 members Entering Unmasked Estep Score: -8533567.000000 Penalty: 5561.605469 Iteration 36Q: 3 clusters Score -8533567 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 73476 members Entering Unmasked Estep Score: -8533579.000000 Penalty: 5561.605469 Iteration 37Q: 3 clusters Score -8533579 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 73485 members Entering Unmasked Estep Score: -8533592.000000 Penalty: 5561.605469 Iteration 38Q: 3 clusters Score -8533592 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 73490 members Entering Unmasked Estep Score: -8533587.000000 Penalty: 5561.605469 Iteration 39Q: 3 clusters Score -8533587 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 73497 members Entering Unmasked Estep Score: -8533594.000000 Penalty: 5561.605469 Iteration 40F: 3 clusters Score -8533594 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 73503 members Entering Unmasked Estep Score: -8533600.000000 Penalty: 5561.605469 Iteration 41Q: 3 clusters Score -8533600 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 73506 members Entering Unmasked Estep Score: -8533603.000000 Penalty: 5561.605469 Iteration 42Q: 3 clusters Score -8533603 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 73509 members Entering Unmasked Estep Score: -8533605.000000 Penalty: 5561.605469 Iteration 43Q: 3 clusters Score -8533605 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 73513 members Entering Unmasked Estep Score: -8533607.000000 Penalty: 5561.605469 Iteration 44Q: 3 clusters Score -8533607 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 73517 members Entering Unmasked Estep Score: -8533614.000000 Penalty: 5561.605469 Iteration 45Q: 3 clusters Score -8533614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 73518 members Entering Unmasked Estep Score: -8533616.000000 Penalty: 5561.605469 Iteration 46Q: 3 clusters Score -8533616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 73520 members Entering Unmasked Estep Score: -8533620.000000 Penalty: 5561.605469 Iteration 47Q: 3 clusters Score -8533620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 73522 members Entering Unmasked Estep Score: -8533611.000000 Penalty: 5561.605469 Iteration 48Q: 3 clusters Score -8533611 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 73523 members Entering Unmasked Estep Score: -8533614.000000 Penalty: 5561.605469 Iteration 49Q: 3 clusters Score -8533614 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 73523 members Entering Unmasked Estep Score: -8533614.000000 Penalty: 5561.605469 Iteration 50F: 3 clusters Score -8533614 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Entering Unmasked Estep Score: -145584.265625 Penalty: 1798.333618 Iteration 0F: 2 clusters Score -145584.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -143415.015625 Penalty: 3596.667236 Iteration 0F: 3 clusters Score -143415 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -143957.593750 Penalty: 3596.667236 Iteration 1F: 3 clusters Score -143957.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -144174.656250 Penalty: 3596.667236 Iteration 2F: 3 clusters Score -144174.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -144369.328125 Penalty: 3596.667236 Iteration 3F: 3 clusters Score -144369.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -144478.265625 Penalty: 3596.667236 Iteration 4F: 3 clusters Score -144478.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -144576.968750 Penalty: 3596.667236 Iteration 5Q: 3 clusters Score -144577 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -144679.250000 Penalty: 3596.667236 Iteration 6Q: 3 clusters Score -144679.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -144749.875000 Penalty: 3596.667236 Iteration 7Q: 3 clusters Score -144749.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -144805.937500 Penalty: 3596.667236 Iteration 8Q: 3 clusters Score -144805.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -144857.140625 Penalty: 3596.667236 Iteration 9Q: 3 clusters Score -144857.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -144906.859375 Penalty: 3596.667236 Iteration 10Q: 3 clusters Score -144906.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -144955.703125 Penalty: 3596.667236 Iteration 11Q: 3 clusters Score -144955.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -145012.406250 Penalty: 3596.667236 Iteration 12Q: 3 clusters Score -145012.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -145040.078125 Penalty: 3596.667236 Iteration 13Q: 3 clusters Score -145040.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -145059.015625 Penalty: 3596.667236 Iteration 14Q: 3 clusters Score -145059 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -145083.390625 Penalty: 3596.667236 Iteration 15Q: 3 clusters Score -145083.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -145093.109375 Penalty: 3596.667236 Iteration 16Q: 3 clusters Score -145093.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -145102.296875 Penalty: 3596.667236 Iteration 17Q: 3 clusters Score -145102.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -145103.000000 Penalty: 3596.667236 Iteration 18Q: 3 clusters Score -145103 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -145103.000000 Penalty: 3596.667236 Iteration 19F: 3 clusters Score -145103 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Entering Unmasked Estep Score: -220100.578125 Penalty: 1879.886963 Iteration 0F: 2 clusters Score -220100.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -217486.640625 Penalty: 3759.773926 Iteration 0F: 3 clusters Score -217486.6 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -217965.640625 Penalty: 3759.773926 Iteration 1F: 3 clusters Score -217965.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -218066.484375 Penalty: 3759.773926 Iteration 2F: 3 clusters Score -218066.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -218116.875000 Penalty: 3759.773926 Iteration 3Q: 3 clusters Score -218116.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -218152.062500 Penalty: 3759.773926 Iteration 4Q: 3 clusters Score -218152.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -218181.718750 Penalty: 3759.773926 Iteration 5Q: 3 clusters Score -218181.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -218196.765625 Penalty: 3759.773926 Iteration 6Q: 3 clusters Score -218196.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -218207.609375 Penalty: 3759.773926 Iteration 7Q: 3 clusters Score -218207.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -218216.921875 Penalty: 3759.773926 Iteration 8Q: 3 clusters Score -218216.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -218225.328125 Penalty: 3759.773926 Iteration 9Q: 3 clusters Score -218225.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -218236.312500 Penalty: 3759.773926 Iteration 10Q: 3 clusters Score -218236.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -218243.375000 Penalty: 3759.773926 Iteration 11Q: 3 clusters Score -218243.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -218249.656250 Penalty: 3759.773926 Iteration 12Q: 3 clusters Score -218249.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -218257.296875 Penalty: 3759.773926 Iteration 13Q: 3 clusters Score -218257.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -218259.328125 Penalty: 3759.773926 Iteration 14Q: 3 clusters Score -218259.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -218260.546875 Penalty: 3759.773926 Iteration 15Q: 3 clusters Score -218260.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -218263.218750 Penalty: 3759.773926 Iteration 16Q: 3 clusters Score -218263.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -218264.531250 Penalty: 3759.773926 Iteration 17Q: 3 clusters Score -218264.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -218265.453125 Penalty: 3759.773926 Iteration 18Q: 3 clusters Score -218265.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -218267.234375 Penalty: 3759.773926 Iteration 19Q: 3 clusters Score -218267.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -218270.296875 Penalty: 3759.773926 Iteration 20F: 3 clusters Score -218270.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -218273.093750 Penalty: 3759.773926 Iteration 21Q: 3 clusters Score -218273.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -218273.921875 Penalty: 3759.773926 Iteration 22Q: 3 clusters Score -218273.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -218277.296875 Penalty: 3759.773926 Iteration 23Q: 3 clusters Score -218277.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -218278.359375 Penalty: 3759.773926 Iteration 24Q: 3 clusters Score -218278.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -218278.500000 Penalty: 3759.773926 Iteration 25Q: 3 clusters Score -218278.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -218278.500000 Penalty: 3759.773926 Iteration 26F: 3 clusters Score -218278.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (28350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28350 members Entering Unmasked Estep Score: -3249773.750000 Penalty: 2542.590820 Iteration 0F: 2 clusters Score -3249774 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 14197 members Entering Unmasked Estep Score: -3230274.500000 Penalty: 5085.181641 Iteration 0F: 3 clusters Score -3230274 nChanged 12766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13841 members Mstep: Class 2 contains 14509 members Entering Unmasked Estep Score: -3237315.250000 Penalty: 5085.181641 Iteration 1F: 3 clusters Score -3237315 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13577 members Mstep: Class 2 contains 14773 members Entering Unmasked Estep Score: -3237893.000000 Penalty: 5085.181641 Iteration 2F: 3 clusters Score -3237893 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13247 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -3238446.250000 Penalty: 5085.181641 Iteration 3Q: 3 clusters Score -3238446 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12774 members Mstep: Class 2 contains 15576 members Entering Unmasked Estep Score: -3238952.750000 Penalty: 5085.181641 Iteration 4Q: 3 clusters Score -3238953 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 16276 members Entering Unmasked Estep Score: -3239541.000000 Penalty: 5085.181641 Iteration 5Q: 3 clusters Score -3239541 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 17200 members Entering Unmasked Estep Score: -3240285.500000 Penalty: 5085.181641 Iteration 6Q: 3 clusters Score -3240286 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10078 members Mstep: Class 2 contains 18272 members Entering Unmasked Estep Score: -3241204.750000 Penalty: 5085.181641 Iteration 7F: 3 clusters Score -3241205 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8852 members Mstep: Class 2 contains 19498 members Entering Unmasked Estep Score: -3242263.500000 Penalty: 5085.181641 Iteration 8F: 3 clusters Score -3242264 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 20808 members Entering Unmasked Estep Score: -3243346.000000 Penalty: 5085.181641 Iteration 9F: 3 clusters Score -3243346 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 22115 members Entering Unmasked Estep Score: -3244430.750000 Penalty: 5085.181641 Iteration 10F: 3 clusters Score -3244431 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 23315 members Entering Unmasked Estep Score: -3245331.250000 Penalty: 5085.181641 Iteration 11Q: 3 clusters Score -3245331 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 24315 members Entering Unmasked Estep Score: -3246129.500000 Penalty: 5085.181641 Iteration 12Q: 3 clusters Score -3246130 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 25102 members Entering Unmasked Estep Score: -3246660.000000 Penalty: 5085.181641 Iteration 13Q: 3 clusters Score -3246660 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 25650 members Entering Unmasked Estep Score: -3246995.000000 Penalty: 5085.181641 Iteration 14Q: 3 clusters Score -3246995 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 26041 members Entering Unmasked Estep Score: -3247223.500000 Penalty: 5085.181641 Iteration 15Q: 3 clusters Score -3247224 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 26322 members Entering Unmasked Estep Score: -3247389.750000 Penalty: 5085.181641 Iteration 16Q: 3 clusters Score -3247390 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 26534 members Entering Unmasked Estep Score: -3247506.250000 Penalty: 5085.181641 Iteration 17Q: 3 clusters Score -3247506 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 26712 members Entering Unmasked Estep Score: -3247601.250000 Penalty: 5085.181641 Iteration 18Q: 3 clusters Score -3247601 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 26824 members Entering Unmasked Estep Score: -3247661.500000 Penalty: 5085.181641 Iteration 19Q: 3 clusters Score -3247662 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 26916 members Entering Unmasked Estep Score: -3247707.500000 Penalty: 5085.181641 Iteration 20F: 3 clusters Score -3247708 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 26981 members Entering Unmasked Estep Score: -3247750.500000 Penalty: 5085.181641 Iteration 21Q: 3 clusters Score -3247750 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 27036 members Entering Unmasked Estep Score: -3247801.250000 Penalty: 5085.181641 Iteration 22Q: 3 clusters Score -3247801 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 27079 members Entering Unmasked Estep Score: -3247829.750000 Penalty: 5085.181641 Iteration 23Q: 3 clusters Score -3247830 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 27110 members Entering Unmasked Estep Score: -3247845.750000 Penalty: 5085.181641 Iteration 24Q: 3 clusters Score -3247846 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 27134 members Entering Unmasked Estep Score: -3247859.750000 Penalty: 5085.181641 Iteration 25Q: 3 clusters Score -3247860 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 27149 members Entering Unmasked Estep Score: -3247860.500000 Penalty: 5085.181641 Iteration 26Q: 3 clusters Score -3247860 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 27166 members Entering Unmasked Estep Score: -3247878.000000 Penalty: 5085.181641 Iteration 27Q: 3 clusters Score -3247878 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 27183 members Entering Unmasked Estep Score: -3247875.750000 Penalty: 5085.181641 Iteration 28Q: 3 clusters Score -3247876 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 27193 members Entering Unmasked Estep Score: -3247881.750000 Penalty: 5085.181641 Iteration 29Q: 3 clusters Score -3247882 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 27201 members Entering Unmasked Estep Score: -3247884.250000 Penalty: 5085.181641 Iteration 30Q: 3 clusters Score -3247884 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 27205 members Entering Unmasked Estep Score: -3247893.750000 Penalty: 5085.181641 Iteration 31Q: 3 clusters Score -3247894 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 27211 members Entering Unmasked Estep Score: -3247893.750000 Penalty: 5085.181641 Iteration 32Q: 3 clusters Score -3247894 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 27214 members Entering Unmasked Estep Score: -3247899.500000 Penalty: 5085.181641 Iteration 33Q: 3 clusters Score -3247900 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 27217 members Entering Unmasked Estep Score: -3247903.000000 Penalty: 5085.181641 Iteration 34Q: 3 clusters Score -3247903 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 27220 members Entering Unmasked Estep Score: -3247903.500000 Penalty: 5085.181641 Iteration 35Q: 3 clusters Score -3247904 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 27224 members Entering Unmasked Estep Score: -3247903.000000 Penalty: 5085.181641 Iteration 36Q: 3 clusters Score -3247903 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 27227 members Entering Unmasked Estep Score: -3247903.750000 Penalty: 5085.181641 Iteration 37Q: 3 clusters Score -3247904 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 27230 members Entering Unmasked Estep Score: -3247906.500000 Penalty: 5085.181641 Iteration 38Q: 3 clusters Score -3247906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 27234 members Entering Unmasked Estep Score: -3247907.500000 Penalty: 5085.181641 Iteration 39Q: 3 clusters Score -3247908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 27236 members Entering Unmasked Estep Score: -3247907.500000 Penalty: 5085.181641 Iteration 40F: 3 clusters Score -3247908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 27242 members Entering Unmasked Estep Score: -3247911.250000 Penalty: 5085.181641 Iteration 41Q: 3 clusters Score -3247911 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 27248 members Entering Unmasked Estep Score: -3247918.000000 Penalty: 5085.181641 Iteration 42Q: 3 clusters Score -3247918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 27250 members Entering Unmasked Estep Score: -3247913.000000 Penalty: 5085.181641 Iteration 43Q: 3 clusters Score -3247913 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 27250 members Entering Unmasked Estep Score: -3247912.750000 Penalty: 5085.181641 Iteration 44Q: 3 clusters Score -3247913 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 27250 members Entering Unmasked Estep Score: -3247912.750000 Penalty: 5085.181641 Iteration 45F: 3 clusters Score -3247913 nChanged 0 --- Evaluating fit on full set of 463957 points --- Entering Unmasked Estep Score: -53756176.000000 Penalty: 35593.710938 21->12 Clusters: Score -53756176.000000, best is -53758440.000000 Main iterations: 0 (time per=infms) Total iterations: 2549 (time per=180.090227ms) Iterations metric 2: 69485699072.000000 (time per=6.606395ns) Iterations metric 3: 2084586782720.000000 (time per=220.211503ps) That took 459.049988 seconds.